{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/deep-residual-learning-for-image-recognition","title":"Deep Residual Learning for Image Recognition","arxiv_id":"1512.03385","date":"2015-12-10","proceeding":"CVPR 2016 6","authors":["Kaiming He","Xiangyu Zhang","Shaoqing Ren","Jian Sun"],"abstract":"Deeper neural networks are more difficult to train. We present a residual\nlearning framework to ease the training of networks that are substantially\ndeeper than those used previously. We explicitly reformulate the layers as\nlearning residual functions with reference to the layer inputs, instead of\nlearning unreferenced functions. We provide comprehensive empirical evidence\nshowing that these residual networks are easier to optimize, and can gain\naccuracy from considerably increased depth. On the ImageNet dataset we evaluate\nresidual nets with a depth of up to 152 layers---8x deeper than VGG nets but\nstill having lower complexity. An ensemble of these residual nets achieves\n3.57% error on the ImageNet test set. This result won the 1st place on the\nILSVRC 2015 classification task. We also present analysis on CIFAR-10 with 100\nand 1000 layers.\n  The depth of representations is of central importance for many visual\nrecognition tasks. Solely due to our extremely deep representations, we obtain\na 28% relative improvement on the COCO object detection dataset. Deep residual\nnets are foundations of our submissions to ILSVRC & COCO 2015 competitions,\nwhere we also won the 1st places on the tasks of ImageNet detection, ImageNet\nlocalization, COCO detection, and COCO segmentation.","url_abs":"http://arxiv.org/abs/1512.03385v1","url_pdf":"http://arxiv.org/pdf/1512.03385v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KaimingHe/resnet-1k-layers","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"torch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-201","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/3P2S/arcface","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Anderies/stochastic-constant-pruninglayers","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/AngusG/bn-advex-zhang-fixup","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Baichenjia/Resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Bao-Jiarong/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CVxTz/face_age_gender","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CanshangD/ResNet_tensorflow2.0","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CellSMB/EM-net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ChangweiZhang/Awesome-WindowsML-ONNX-Models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CocoSungMin/Gachon_SW_Colorization_Contest","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CodeChefVIT/VOID","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CorneliusHsiao/FoodMethodGAN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CrossEntropy/Gesture-images-recognition-ResidualNetwork","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/CryptoSalamander/pytorch_paper_implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/D-X-Y/ResNeXt-DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/DableUTeeF/keras-efficientnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/DaikiTanak/manifold_mixup","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Deci-AI/super-gradients","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/DeepMark/deepmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/DogeZen/resnet2onnx2tensorrt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Duplums/bhb10k-dl-benchmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/EdenMelaku/Transfer-Learning-Pytorch-Implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/EdenMelaku/Transfer-Learning-Pytorch-Implmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/EricAlcaide/MiniFold","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/EstherBear/implementation-of-pruning-filters","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/FrancescoSaverioZuppichini/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/GKalliatakis/Keras-VGG16-places365","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Glp91/fire-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Graylab/deepH3-distances-orientations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/HHTseng/video-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Halesu/4th-ML100Days","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/HarmanDotpy/Normalizations-in-Deep-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/IBM/NeuronAlignment","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/IMvision12/keras-vision-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JContro/pytorch_projects","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JHLee0513/Salt_detection_challenge","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JONGSKY/paper","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JaidedAI/EasyOCR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/James-Gilbert-/medical-deep-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/James-Gilbert-/pneumonia-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JanMarcelKezmann/Residual-Network-Architectures","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JayPatwardhan/ResNet-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Jeongyun-Lee-0423/Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JesonZhang822/Dogs-VS-Cats-Project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JeyesHan/P2LR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/JoeTracey/Portfolio","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KaimingHe/deep-residual-networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KarimaCha/CNN_Trust_Prediction","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KatherineBaq/NMA-CN2021-fMRI_vs_DNNs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/KellyHwong/rethinking_generalization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/LKLQQ/ssc_resnet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Lornatang/ResNet-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/LuigiRussoDev/Covid19Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/LuigiRussoDev/ResNets","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MarkHershey/arxiv-dl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Masao-Taketani/FOTS_OCR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MaxwellHeller/coffee_fraud_detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Mayurji/Image-Classification-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MiX-S/resnet_cifar10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MichaelWangfc/distributed-tensorflow-resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Mind23-2/MindCode-67","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Mind23-2/MindCode-70","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MioChiu/ResNet_TensorFlow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MishaLaskin/vq-vae","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MishaLaskin/vqvae","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MrRiahi/Convolutional-Neural-Networks-Tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/NASA-NeMO-Net/NeMO-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/NVIDIA/retinanet-examples","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/OlafenwaMoses/Action-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/OlafenwaMoses/IdenProf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/OlafenwaMoses/Traffic-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Olayemiy/Image-Classification-With-Resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/PPPrior/i3d-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Punakshi/Deep-Residual-Learning-for-Image-Recognition-Implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Rakshit-Shetty/Resnet-Implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/RobotMobile/cv-deep-learning-paper-review","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Rohed/ml-1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/SANKHA1/Vehicle-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/SJTU-Thinklab-Det/r3det-on-mmdetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/1DResNet-Builder-KERAS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/1DResNet-KERAS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/ResNet-Model-Builder-KERAS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/ResNet-Model-Builder-Tensorflow-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/ResNet-ResNeXt-1D-2D-Tensorflow-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/ResNet-ResNetv2-ResNeXt-1D-2D-Tensorflow-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sakib1263/ResNet1D-Model-Builder-KERAS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Sangkwun/Resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/SarthakGarg13/OTOMYCOSIS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/SethEBaldwin/Resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/SiHaoShen/Convolutional-Neural-Networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ThanasisMattas/smartflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Thehunk1206/Covid-19-chest-X-ray","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Thehunk1206/Covid-19-covidcnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/TowardHumanizedInteraction/TripletFace","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/UnofficialJuliaMirror/DeepMark-deepmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/UnofficialJuliaMirrorSnapshots/DeepMark-deepmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Vamshi399/CarND-Vehicle-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/VamsiKrishna1211/gender_age-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/VhalPurohit/290s","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/VinayBN8997/ResNet-CIFAR10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ViswanathaReddyGajjala/EfficientNet-RetinaNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/YudeWang/UNet-Satellite-Image-Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Zachdr1/CNNs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/abaietto/neural_ode_classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/abuchin/resnet_sign","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/aby2s/sharpmask","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/adldotori/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ajaystar8/PDRUNet-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ajithvallabai/getsetgo_keras-beginner","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/akamaster/pytorch_resnet_cifar10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"BSD-2-Clause"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/akar5h/Image-Recognition-with-CNN-and-Transfer-Learning-ResNet101","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/akhadangi/EM-net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/akommini/Spoken-Numeric-Digit-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alalagong/LEDNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alecwangcq/KFAC-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alex-f1tor/Image-Caption","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alexsax/midlevel-reps","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alexwdong/IncubatorCVProject","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alililia/ascend_FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alililia/ascend_SE-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alisha17/benchmarks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alrojo/lasagne_residual_network","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alvarobartt/serving-pytorch-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/aman-garg0001/fruit-classifier","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/amazon-research/long-short-term-transformer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/amazon-science/long-short-term-transformer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/amogh7joshi/engagement-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/amogh7joshi/fer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/amogh7joshi/plant-health-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/andreasveit/densenet-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/andrijdavid/clinical-brain-interface-2020","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/angelvillar96/FaceEmoji","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/anguyen8/sam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/anibali/dsnt-pose2d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/aniket-patra-1998/FLOWER_RECOGNITION","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/anjandeepsahni/face_classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/anjandeepsahni/face_recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ankit-vaghela30/Google-landmark-prediction","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/anoushkrit/Knowledge","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/arahosu/musicslots","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ariangc/breinchallenge","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ashishpatel26/BrainMRI-Segmentation-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/asprenger/keras_fc_densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/astoycos/Mini_Project2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/aurelien-peden/Deep-Learning-paper-implementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/avocardio/resnet_vs_convnext","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/axmoyal/Steganalysis-with-CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/b8goal/PIRL-Residual-network","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/barmayo/spatial_attention","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/bclwan/MRI_Brain_Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ben-davidson-6/fixup","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/bentrevett/pytorch-image-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/bertrandlalo/deep_dog_breeds","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/bethgelab/InDomainGeneralizationBenchmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/boris127/vehicle-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/brycexu/MR-Residual-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/calmisential/TensorFlow2.0_ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/cameronchoi/r3det-copy","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/canturan10/satellighte","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/caojoshua/Plastic-Recyclability","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/chayanchatterjee/cbc-skynet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/chayanchatterjee/gw-skylocator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/chrhenning/hypercl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/cj-mclaughlin/segmentation_research","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/cjfghk5697/Pytorch-Research-Paper-Implementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/cocopambag/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/cornell-zhang/allo-pldi24-artifact","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/danielamassiceti/CCA-visualdialogue","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/danielparada1/RL_SpaceInvaders","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/datoboat/Vehicle-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/dead-mazai/avia-missing-airplanes","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/deepmodeling/deepmd-kit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"LGPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/deepquestai/fire-smoke-dataset","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/deontaepharr/Residual-Attention-Network","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/dmizr/phuber","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/dnddnjs/pytorch-cifar10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/dssbxx/k_labels_resnet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/duchaba/Norwegian_Blue_Parrot_k2fa_AI","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/enzomuschik/distilfnd","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/eric-erki/IdenProf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ewinata/CIFAR-10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fL0n9/SKFAC-MindSpore","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fabiofumarola/ultrayolo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fabxy/accessibilityCV","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebook/fb.resnet.torch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebookarchive/fb.resnet.torch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebookresearch/DomainBed","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebookresearch/hiera","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebookresearch/pycls","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facebookresearch/stochastic_gradient_push","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/facundoq/transformational_measures_experiments","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"AGPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fastai/fastai","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fchollet/deep-learning-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/felixgwu/img_classification_pk_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/gatheluck/Stronghold","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/gcr/torch-residual-networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"Zlib"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/glouppe/info8010-deep-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/godwinrayanc/YOLOv1-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/gpleiss/limits_of_large_width","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/greatsharma/DeepLearning-Papers-Implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/gundeep15/SCD_AI_Project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/haonanguo/remote-sensing-chatgpt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hershd23/ObjectLocalizer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hongkunsun/paratranscnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hongyi-zhang/Fixup","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/horse007666/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hsd1503/resnet1d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hsinyilin19/resnetvae","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hustic/TinyImageSet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hustvl/sparseinst","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hx19940102/Image-Segmentation-based-on-FCN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hycis/TensorGraph","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hysts/pytorch_resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hysts/pytorch_resnet_preact","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/hz2538/iot_JennyGo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/iArunava/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/imkoushik22/Walmart-Hackathon","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/interestingzhuo/foodretreival","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/isheunesutembo/TB-Computer-Aided-Diagnosis-Using-Deep-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/itijyou/ademxapp","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/j3soon/arxiv-utils","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jameswang287/Car-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jday96314/Kuzushiji","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jiajunhua/facebookresearch-Detectron","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jimheaton/Ultra96_ML_Embedded_Workshop","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jiweibo/imagenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/joeynavarro/facial_expression_classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/johngear/eecs504","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/johnnylu305/resnet-50-101-152","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jtcass01/SIMON","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/julik43/IIMAS-USCS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jung-jun-uk/mixface","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/jvoynow/ConvNet-Architectures","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/k-miran/hear","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kamanphoebe/motiondetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kaseris/ILSVRCPlus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kclip/localized-adaptive-risk-control","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/keras-team/keras-applications","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kingcong/gpu_FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kingcong/gpu_SE-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kingcong/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kiranu1024/deep-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kishorkuttan/traffic_net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/km1414/CNN-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kmzzhang/nbi","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/konstantinos-p/image_classification_SOTA","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/koshian2/ResNet-MultipleFramework","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/krishnakarthi/COVID-19_Prediction","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kun-woo-park/Deeplearning_project_STL_10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kwantommy/fgvc6-kaggle-cassava-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kwotsin/TensorFlow-ENet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/kyle-dorman/bayesian-neural-network-blogpost","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lab-midas/med_segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/leemathew1998/GradientWeight","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/leemathew1998/RG","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/linainsaf/RESNET50_PNEUMONIA_DETECTION","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/liuyao12/ConvNets-PDE-perspective","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lixihan/Resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lixixibj/forecasting-with-time-series-imaging","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lixixibj/tsImage-forecasting","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ljy-hy/mentormix_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lkeonwoo94/DL_cv-mdt_NVIDIA_Cert_Course_StudyPI","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ls-da3m0ns/Short-ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/lxy000719/ResNet-50-pneumonia-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mabhay3420/Deep-Into-CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/maciejdomagala/DLWP_notes","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/magnificent1208/r3det-on-mmdetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mahmoodlab/hest","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/makatx/YOLO_ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/malin9402/2020-0221","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/marload/ConvNets-TensorFlow2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/masoudnick/brain-tumor-mri-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/matakshay/Neural_Image_Caption_Generator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/maxwelltsai/DeepGalaxy","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mbsariyildiz/resnet-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mdda/deep-learning-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mhagiwara/nanigonet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/microsoft/fb.resnet.torch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-courses/MindSpore-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mingxingtan/efficientnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mlvccn/bmtc_transferattackvid","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mminamina/Transfer_Learning_NaimishNet---Keypoints_Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mminamina/Transfer_Learning_ResNet18---Keypoints_Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mnguyen0226/image-augmentation-dnn-performance","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mobilesec/arcface-tensorflowlite","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"EUPL-1.2"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/moddy2024/resnet-9","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mr-bulb/DL_basic_github","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mrzzy/np-dl-assign-1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/musifahamran/FYP","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ndb796/pytorch-adversarial-training-cifar","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/nicolalandro/Padam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/northeastsquare/effficientnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/nsom/Basic-Models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/nsom/VGG16","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ntrin/CIFAR_10_ML","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ollewelin/libtorch-GPU-CNN-test-MNIST-with-Batchnorm","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/oskyhn/CNNs-Without-Borders","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/osmr/imgclsmob","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/oxygen0605/ImageClassification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/paperswithcode/paperswithcode-client","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/parviagrawal/IdenProf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/patientzero/timage-icann2019","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/paulblum00/ResNet-Recreation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/pawelbeza/ClothesDetectorModel","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/peteryuX/arcface-tf2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/phillity/BioCapsule","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/pikkaay/efficientnet_gpu","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/priyavrat-misra/xrays-and-gradcam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/pszemraj/BoulderAreaDetector","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/qubvel/efficientnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/qubvel/resnet_152","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/raghakot/keras-resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rahul-t-p/ASVspoof-2019","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rahulchaurasiya1/cautious-waddle","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rajneeshaggarwal/google-efficientnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/realmichaelye/Skin-Lesions-Classifier-ResNet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/researchmm/SiamDW","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rickyHong/tfRecord-Caltech256-repl2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rishabmallick/Sign-language-live-predictor","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/robertofranceschi/Image-classification-on-Caltech101-using-CNNs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/rtanno21609/AdaptiveNeuralTrees","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ry/tensorflow-resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/saikrishnadas/ResNet-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/saloni1998/Cifar-10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sammyamajumdar/ResNet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sangHa0411/CIFAR100","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sangHa0411/ResNetCIFAR100","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sanghyun-son/clustering-kernels","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sanoyo/dl-model","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sayakpaul/Adaptive-Gradient-Clipping","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/seansoleyman/cifar10-resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sebsquire/Dogs-and-cats-image-classification-CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sebsquire/FlowersRecognition_keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/seishinkikuchi/test","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/serre-lab/gala_tpu","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/seyrankhademi/ResNet_CIFAR10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sgrvinod/a-pytorch-tutorial-to-super-resolution","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shao-chi/ImageCaption","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shijianjian/efficientnet-pytorch-3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shoaibahmed/CrossLayerPooling","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shoji9x9/CIFAR-10-By-small-ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shoji9x9/Fashion-MNIST-By-ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/shtnkgm/VisionFrameworkSample","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sidify/resnet_focal_loss","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/smc-x/ms-resnetv2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/souravverma94/pre_trained_imgclassifier_dogBreeds","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/suhas1999/Flip-kart-grid-challenge","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sumitkutty/Anti-Spoof-Face-Recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sungyoonahn/Hint-based-image-colorization-using-Attention-Unet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sunlizhuang/YOLOv1-PaddlePaddle","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"paddle","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/sunnysoni97/single_image_fl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/swasun/VQ-VAE-images","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/swetak20/Deep_into_CNNs","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/syiin/ann_cancer_detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/syiin/resnet_cancer_detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/t0930198/backup","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tanjeffreyz/deep-residual-learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tcheung99/ResNet_MiniProject","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tensorflow/models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tensorflow/models/tree/master/research/deeplab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tensorflow/models/tree/master/research/slim","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tensorpack/tensorpack/tree/master/examples/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/the-super-toys/glimpse-models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/thughost2/Padam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tiagoCuervo/JapaNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/trachpro/arcface-tf2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/uclaml/Padam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ultralytics/yolov5","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"AGPL-3.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/usnistgov/image-classification-resnet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/usnistgov/image-regression-resnet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/uw-hai/limeade","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/varshaneya/Res-SE-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vayuvegula/kerasModels","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vgangal101/resnet_models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vietanhdev/open-adas","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vietdhoang/resnet-18","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vinay-EIP/EIP-session-5-assignment","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vineeths96/Gradient-Compression","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vineeths96/heterogeneous-systems","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vinod377/STN-OCR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vinod377/STN-OCR-Tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vita-epfl/rock-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/vlievin/Unet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wangyuan249/Mymmt767","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wasilone11/ICPR-RIP-2024","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/waterdisappear/nudt4mstar","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wenxinxu/resnet-in-tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wenxinxu/resnet_in_tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/winycg/MCL-OKD","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wondonghyeon/protest-detection-violence-estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/wuqiyao20160118/mini_project-for-CIFAR10","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xcmyz/Face-Binary-Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xcmyz/FaceDetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xcmyz/Face_Binary_Classfication","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xhlulu/arxiv-assistant","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xiaoyufenfei/LEDNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xslidi/EfficientNets_ddl_apex","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xufanxiong/classification-of-caltech-256","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yahoo/open_nsfw","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":{"status":"ok","spdx":"BSD-2-Clause"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yakhyo/EfficientNet-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yakhyo/gaze-estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yakhyo/head-pose-estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yakhyo/retinaface-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yangboz/TransferLearning4Dentist","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yangorwell/NGPlus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yangyucheng000/resnet_Ascend","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yashclone999/ResNet_MODEL","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/ycao5602/SAL","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yibeiou/Advanced_Business_Intelligence","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yudhisteer/Face-Recognition-with-Masks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yw0nam/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yxgeee/MMT","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/zjZSTU/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-177","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-18/tree/main/lresnet100e_ir","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-208","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-213/tree/main/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-216/tree/main/resnet50_adv_pruning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-217/tree/main/ssd_resnet34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-217/tree/main/ssd_resnet_34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-1/ms-code-22","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code-5/tree/main/lresnet100e_ir","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code10/tree/main/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code11/tree/main/resnet50_adv_pruning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code11/tree/main/ssc_resnet50","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code11/tree/main/ssd_resnet_34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code7/tree/main/ssd_resnet34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code7/tree/main/ssd_resnet_34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2023-MindSpore-4/Code9/tree/main/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2024-MindSpore-1/Code7/tree/main/centernet_resnet101","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/2024-MindSpore-1/Code7/tree/main/centernet_resnet50_v1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Burf/ResNet-Tensorflow2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MS-Mind/MS-Code-02/tree/main/configs/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MegEngine/Models/tree/master/official/vision/classification/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Mind23-2/MindCode-101/tree/main/lresnet100e_ir","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/Mind23-2/MindCode-3/tree/main/lresnet100e_ir","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindCode-4/code-4/tree/main/rembert","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindSpore-paper-code-2/code3/tree/main/ssd_resnet34","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindSpore-paper-code-3/code3/tree/main/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindSpore-paper-code-3/code5/tree/main/resnet50_adv_pruning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindSpore-paper-code-3/code7/tree/main/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/MindSpore-paper-code-3/code8/tree/main/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/PaddlePaddle/PaddleClas","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/PaddlePaddle/PaddleDetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alibaba/EasyCV","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/alililia/ms_extend/tree/main/gpu_resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/c1ph3rr/Deep-Residual-Learning-for-Image-Recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/code-implementation1/Code3/tree/main/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/code-implementation1/Code5/tree/main/lresnet100e_ir","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/code-implementation1/Code7/tree/main/resnetv2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/deepmind/dm-haiku","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"jax","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/demul/ResidualNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/fengredrum/cnn-xla","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/google/flax/tree/master/examples/imagenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"jax","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/labmlai/annotated_deep_learning_paper_implementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/manoranjan03/PaperImplementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/megvii-research/basecls/tree/main/zoo/public/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindlab-ai/mindcv/blob/main/examples/train_cifar_dynamic.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindlab-ai/mindcv/blob/main/mindcv/models/resnet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/cv/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/cv/resnet50_quant","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/cv/resnet_thor","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-ai/models/tree/master/research/cv/FaceAttribute","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-courses/External-Attention-MindSpore/blob/main/model/backbone/resnet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-courses/heads-on-mindspore/tree/main/1-best-practice/models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mindspore-ecosystem/mindcv/blob/main/mindcv/models/resnet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/mszpc/resnet18","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/open-mmlab/mmclassification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/open-mmlab/mmpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/pytorch/vision","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/tensorpack/tensorpack","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/towhee-io/towhee","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xiuyu0000/papers_with_examples/tree/main/cancer_detection_demo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xiuyu0000/tutorials/tree/main/resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/xiuyu0000/vision/blob/main/mindvision/classification/models/resnet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://github.com/yoshitomo-matsubara/torchdistill","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"deep-residual-learning-for-image-recognition","repo_url":"https://gitlab.com/birder/birder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"domain-generalization","task_name":"Domain Generalization"},{"task_slug":"dynamic-facial-expression-recognition","task_name":"Dynamic Facial Expression Recognition"},{"task_slug":"face-anti-spoofing","task_name":"Face Anti-Spoofing"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":"image-to-image-translation","task_name":"Image-to-Image Translation"},{"task_slug":"medical-image-classification","task_name":"Medical Image Classification"},{"task_slug":"multi-label-image-classification","task_name":"Multi-Label Image Classification"},{"task_slug":"object-detection","task_name":"Object Detection"},{"task_slug":"out-of-distribution-generalization","task_name":"Out-of-Distribution Generalization"},{"task_slug":"pedestrian-trajectory-prediction","task_name":"Pedestrian Trajectory Prediction"},{"task_slug":"person-re-identification","task_name":"Person Re-Identification"},{"task_slug":"retinal-oct-disease-classification","task_name":"Retinal OCT Disease Classification"},{"task_slug":"semantic-segmentation","task_name":"Semantic Segmentation"}],"methods":[{"method_slug":null,"method_name":null},{"method_slug":"1x1-convolution","method_name":"1x1 Convolution"},{"method_slug":null,"method_name":null},{"method_slug":null,"method_name":null},{"method_slug":null,"method_name":null},{"method_slug":null,"method_name":null},{"method_slug":null,"method_name":null},{"method_slug":null,"method_name":null},{"method_slug":"average-pooling","method_name":"Average Pooling"},{"method_slug":"batch-normalization","method_name":"Batch Normalization"},{"method_slug":"bottleneck-residual-block","method_name":"Bottleneck Residual Block"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"global-average-pooling","method_name":"Global Average Pooling"},{"method_slug":"kaiming-initialization","method_name":"Kaiming Initialization"},{"method_slug":"max-pooling","method_name":"Max Pooling"},{"method_slug":"randomhorizontalflip","method_name":"Random Horizontal Flip"},{"method_slug":"random-resized-crop","method_name":"Random Resized Crop"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"residual-block","method_name":"Residual Block"},{"method_slug":"residual-connection","method_name":"Residual Connection"},{"method_slug":"sgd-with-momentum","method_name":"SGD with Momentum"},{"method_slug":"step-decay","method_name":"Step Decay"},{"method_slug":"weight-decay","method_name":"Weight Decay"}],"datasets_introduced":[],"methods_introduced":[{"slug":"bottleneck-residual-block","name":"Bottleneck Residual Block","full_name":"Bottleneck Residual Block"},{"slug":"residual-block","name":"Residual Block","full_name":"Residual Block"}],"results":[{"leaderboard":"/sota/breast-tumour-classification-on-pcam","task":"Breast Tumour Classification","dataset":"PCam","model":"ResNet-50 (e)","rank_in_archive_order":10,"of":16,"metrics":{"AUC":"0.948"},"uses_additional_data":false},{"leaderboard":"/sota/breast-tumour-classification-on-pcam","task":"Breast Tumour Classification","dataset":"PCam","model":"ResNet-34 (e)","rank_in_archive_order":11,"of":16,"metrics":{"AUC":"0.942"},"uses_additional_data":false},{"leaderboard":"/sota/classification-on-ximagenet-12","task":"Classification","dataset":"XImageNet-12","model":"ResNet 50","rank_in_archive_order":2,"of":3,"metrics":{"Robustness Score":"0.8985"},"uses_additional_data":false},{"leaderboard":"/sota/crowd-counting-on-ucf-qnrf","task":"Crowd Counting","dataset":"UCF-QNRF","model":"Resnet101","rank_in_archive_order":18,"of":23,"metrics":{"MAE":"190"},"uses_additional_data":false},{"leaderboard":"/sota/domain-adaptation-on-office-31","task":"Domain Adaptation","dataset":"Office-31","model":"ResNet-50","rank_in_archive_order":39,"of":40,"metrics":{"Average Accuracy":"76.1"},"uses_additional_data":false},{"leaderboard":"/sota/domain-generalization-on-imagenet-a","task":"Domain Generalization","dataset":"ImageNet-A","model":"ResNet-50 (300 Epochs)","rank_in_archive_order":37,"of":39,"metrics":{"Top-1 accuracy %":"4.2"},"uses_additional_data":false},{"leaderboard":"/sota/domain-generalization-on-imagenet-r","task":"Domain Generalization","dataset":"ImageNet-R","model":"ResNet-50","rank_in_archive_order":36,"of":39,"metrics":{"Top-1 Error Rate":"63.9"},"uses_additional_data":false},{"leaderboard":"/sota/domain-generalization-on-vizwiz","task":"Domain Generalization","dataset":"VizWiz-Classification","model":"ResNet-152","rank_in_archive_order":11,"of":90,"metrics":{"Accuracy - All Images":"47.5","Accuracy - Clean Images":"51.3","Accuracy - Corrupted Images":"43.3"},"uses_additional_data":false},{"leaderboard":"/sota/domain-generalization-on-vizwiz","task":"Domain Generalization","dataset":"VizWiz-Classification","model":"ResNet-101","rank_in_archive_order":12,"of":90,"metrics":{"Accuracy - All Images":"46.3","Accuracy - Clean Images":"50.1","Accuracy - Corrupted Images":"40.5"},"uses_additional_data":false},{"leaderboard":"/sota/domain-generalization-on-vizwiz","task":"Domain Generalization","dataset":"VizWiz-Classification","model":"ResNet-50","rank_in_archive_order":20,"of":90,"metrics":{"Accuracy - All Images":"42.9","Accuracy - Clean Images":"47.7","Accuracy - Corrupted Images":"37.1"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-gashissdb","task":"Image Classification","dataset":"GasHisSDB","model":"ResNet-50","rank_in_archive_order":4,"of":8,"metrics":{"Accuracy":"98.56","F1-Score":"99.24","Precision":"99.94"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-gashissdb","task":"Image Classification","dataset":"GasHisSDB","model":"ResNet-18","rank_in_archive_order":5,"of":8,"metrics":{"Accuracy":"98.47","F1-Score":"99.19","Precision":"99.94"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"ResNet-152","rank_in_archive_order":825,"of":1060,"metrics":{"GFLOPs":"11.3","Top 1 Accuracy":"78.57%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"ResNet-101","rank_in_archive_order":843,"of":1060,"metrics":{"GFLOPs":"7.6","Number of params":"40M","Top 1 Accuracy":"78.25%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"ResNet-50","rank_in_archive_order":954,"of":1060,"metrics":{"GFLOPs":"3.8","Number of params":"25M","Top 1 Accuracy":"75.3%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-omnibenchmark","task":"Image Classification","dataset":"OmniBenchmark","model":"ResNet-101","rank_in_archive_order":10,"of":22,"metrics":{"Average Top-1 Accuracy":"37.4"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-omnibenchmark","task":"Image Classification","dataset":"OmniBenchmark","model":"ResNet-50","rank_in_archive_order":15,"of":22,"metrics":{"Average Top-1 Accuracy":"34.3"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-cifar100","task":"Image Classification","dataset":"cifar100","model":"shreynet","rank_in_archive_order":1,"of":1,"metrics":{"1:1 Accuracy":"45.98"},"uses_additional_data":false},{"leaderboard":"/sota/image-to-image-translation-on-gtav-to","task":"Image-to-Image Translation","dataset":"GTAV-to-Cityscapes Labels","model":"ResNet101 65.1","rank_in_archive_order":20,"of":22,"metrics":{"mIoU":"41.7"},"uses_additional_data":false},{"leaderboard":"/sota/medical-image-classification-on-nct-crc-he","task":"Medical Image Classification","dataset":"NCT-CRC-HE-100K","model":"ResNet-50","rank_in_archive_order":4,"of":7,"metrics":{"Accuracy (%)":"94.72","F1-Score":"97.09","Precision":"100.00","Specificity":"99.34"},"uses_additional_data":false},{"leaderboard":"/sota/medical-image-classification-on-nct-crc-he","task":"Medical Image Classification","dataset":"NCT-CRC-HE-100K","model":"ResNet-18","rank_in_archive_order":7,"of":7,"metrics":{"Accuracy (%)":"92.66","F1-Score":"95.23","Precision":"99.90","Specificity":"99.08"},"uses_additional_data":false},{"leaderboard":"/sota/multi-label-image-classification-on-vizwiz","task":"Multi-Label Image Classification","dataset":"VizWiz-Classification","model":"ResNet151","rank_in_archive_order":1,"of":1,"metrics":{"Accuracy":"47.5"},"uses_additional_data":false},{"leaderboard":"/sota/object-detection-on-coco-minival","task":"Object Detection","dataset":"COCO minival","model":"Cascade Mask R-CNN (ResNet-50)","rank_in_archive_order":107,"of":220,"metrics":{"AP50":"64.3","AP75":"50.5","box AP":"46.3"},"uses_additional_data":false},{"leaderboard":"/sota/object-detection-on-coco-minival","task":"Object Detection","dataset":"COCO minival","model":"GFL (ResNet-50)","rank_in_archive_order":129,"of":220,"metrics":{"AP50":"63.0","AP75":"48.3","box AP":"44.5"},"uses_additional_data":false},{"leaderboard":"/sota/object-detection-on-coco-minival","task":"Object Detection","dataset":"COCO minival","model":"ATSS (ResNet-50)","rank_in_archive_order":139,"of":220,"metrics":{"AP50":"61.9","AP75":"47.0","box AP":"43.5"},"uses_additional_data":false},{"leaderboard":"/sota/pedestrian-attribute-recognition-on-uav-human","task":"Pedestrian Attribute Recognition","dataset":"UAV-Human","model":"ResNet","rank_in_archive_order":2,"of":2,"metrics":{"Backpack":"63.5","Gender":"74.7","Hat":"65.2","LCC":"49.7","LCS":"69.3","UCC":"44.4","UCS":"68.9"},"uses_additional_data":false},{"leaderboard":"/sota/person-re-identification-on-sysu-30k","task":"Person Re-Identification","dataset":"SYSU-30k","model":"ResNet-50 (generalization)","rank_in_archive_order":10,"of":10,"metrics":{"Rank-1":"20.1"},"uses_additional_data":true},{"leaderboard":"/sota/retinal-oct-disease-classification-on-oct2017","task":"Retinal OCT Disease Classification","dataset":"OCT2017","model":"ResNet50-v1","rank_in_archive_order":6,"of":16,"metrics":{"Acc":"99.3","Sensitivity":"99.3"},"uses_additional_data":false},{"leaderboard":"/sota/retinal-oct-disease-classification-on","task":"Retinal OCT Disease Classification","dataset":"Srinivasan2014","model":"ResNet50-v1","rank_in_archive_order":10,"of":14,"metrics":{"Acc":"94.92"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-cityscapes-val","task":"Semantic Segmentation","dataset":"Cityscapes val","model":"Dilated-ResNet (Dilated-ResNet-101)","rank_in_archive_order":71,"of":99,"metrics":{"mIoU":"75.7"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-dada-seg","task":"Semantic Segmentation","dataset":"DADA-seg","model":"ResNet-101","rank_in_archive_order":16,"of":28,"metrics":{"mIoU":"23.60"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-dada-seg","task":"Semantic Segmentation","dataset":"DADA-seg","model":"ResNet-50","rank_in_archive_order":24,"of":28,"metrics":{"mIoU":"18.96"},"uses_additional_data":false},{"leaderboard":"/sota/synthetic-to-real-translation-on-syn2real-c","task":"Synthetic-to-Real Translation","dataset":"Syn2Real-C","model":"No Adaptation","rank_in_archive_order":6,"of":6,"metrics":{"Accuracy":"52.4"},"uses_additional_data":false},{"leaderboard":"/sota/unsupervised-domain-adaptation-on-office-home","task":"Unsupervised Domain Adaptation","dataset":"Office-Home","model":"ResNet-50 [cite:CVPR16DRL]","rank_in_archive_order":17,"of":20,"metrics":{"Accuracy":"59.9"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1512.03385","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1512.03385"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/pytorch/vision","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/IBM/NeuronAlignment","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/tensorflow/models","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yoshitomo-matsubara/torchdistill","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/hongyi-zhang/Fixup","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/akamaster/pytorch_resnet_cifar10","reach":{"status":"ok","spdx":"BSD-2-Clause"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/DomainBed","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/deepmind/dm-haiku","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/facebookresearch/hiera","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kmzzhang/nbi","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mahmoodlab/hest","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MindSpore-paper-code-3/code7/tree/main/FaceAttribute","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MegEngine/Models/tree/master/official/vision/classification/resnet","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/alililia/ms_extend/tree/main/gpu_resnet","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jiweibo/imagenet","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MarkHershey/arxiv-dl","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ljy-hy/mentormix_pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/leemathew1998/GradientWeight","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Rohed/ml-1","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/wasilone11/ICPR-RIP-2024","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sammyamajumdar/ResNet50","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yxgeee/MMT","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xcmyz/Face-Binary-Classification","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/malin9402/2020-0221","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/FrancescoSaverioZuppichini/ResNet","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran_draft_wrong":60,"ran":145,"ran_fixture":21,"ran_honours":3,"ran_violates":1,"unverified":147},"by_repo_kind":{"listed":{"samples":373,"ran":226,"repositories":166}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":187,"samples":[{"code_sha256_prefix":"94e9f5c06b782725","entry":"ArcHead","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"94e9f5c06b782725"}},{"code_sha256_prefix":"4bb92cc74e1dfd84","entry":"ArcMarginPenaltyLogists","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4bb92cc74e1dfd84"}},{"code_sha256_prefix":"276da9f80c24c06e","entry":"AvgPoolPadding","repo":"KellerJordan/ResNet-PyTorch-CIFAR10","repo_kind":"listed","path":"model.py","file_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"276da9f80c24c06e"}},{"code_sha256_prefix":"17fe36be49b222bd","entry":"Backbone","repo":"trachpro/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/trachpro/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"17fe36be49b222bd"}},{"code_sha256_prefix":"6994af792574c2ac","entry":"BasicBlock","repo":"winycg/MCL-OKD","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/winycg/MCL-OKD/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6994af792574c2ac"}},{"code_sha256_prefix":"012ee7c24fabfb91","entry":"BasicBlock","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"012ee7c24fabfb91"}},{"code_sha256_prefix":"6a743eb26da28672","entry":"BasicBlock","repo":"hsd1503/resnet1d","repo_kind":"listed","path":"resnet1d.py","file_url":"https://github.com/hsd1503/resnet1d/blob/HEAD/resnet1d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6a743eb26da28672"}},{"code_sha256_prefix":"105a09bd01ed60e7","entry":"BasicBlock","repo":"gpleiss/limits_of_large_width","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/gpleiss/limits_of_large_width/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"105a09bd01ed60e7"}},{"code_sha256_prefix":"69dcc064c0921eff","entry":"BasicBlock","repo":"EdenMelaku/Transfer-Learning-Pytorch-Implmentation","repo_kind":"listed","path":"feature extraction/resnet.py","file_url":"https://github.com/EdenMelaku/Transfer-Learning-Pytorch-Implmentation/blob/HEAD/feature%20extraction/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"69dcc064c0921eff"}},{"code_sha256_prefix":"b23d4575ecf65e69","entry":"BasicBlock","repo":"canturan10/satellighte","repo_kind":"listed","path":"satellighte/archs/resnet/blocks/layers.py","file_url":"https://github.com/canturan10/satellighte/blob/HEAD/satellighte/archs/resnet/blocks/layers.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b23d4575ecf65e69"}},{"code_sha256_prefix":"c2071f075f157e70","entry":"BasicBlock","repo":"calmisential/TensorFlow2.0_ResNet","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/calmisential/TensorFlow2.0_ResNet/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c2071f075f157e70"}},{"code_sha256_prefix":"2bf68b5c3f31e7fb","entry":"BasicBlock","repo":"hysts/pytorch_resnet_preact","repo_kind":"listed","path":"resnet_preact.py","file_url":"https://github.com/hysts/pytorch_resnet_preact/blob/HEAD/resnet_preact.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2bf68b5c3f31e7fb"}},{"code_sha256_prefix":"4ab7c79b1cf2f868","entry":"BasicBlock","repo":"pytorch/vision","repo_kind":"listed","path":"torchvision/models/resnet.py","file_url":"https://github.com/pytorch/vision/blob/HEAD/torchvision/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"4ab7c79b1cf2f868"}},{"code_sha256_prefix":"3ebfb7b8c56960e6","entry":"BasicBlock","repo":"AngusG/bn-advex-zhang-fixup","repo_kind":"listed","path":"cifar/models/resnet_cifar.py","file_url":"https://github.com/AngusG/bn-advex-zhang-fixup/blob/HEAD/cifar/models/resnet_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"3ebfb7b8c56960e6"}},{"code_sha256_prefix":"86b444ba822c8653","entry":"BasicBlock","repo":"hysts/pytorch_resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/hysts/pytorch_resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"86b444ba822c8653"}},{"code_sha256_prefix":"765caa93eba4883c","entry":"BasicBlock","repo":"zjZSTU/ResNet","repo_kind":"listed","path":"py/lib/models/resnet/res_net.py","file_url":"https://github.com/zjZSTU/ResNet/blob/HEAD/py/lib/models/resnet/res_net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"765caa93eba4883c"}},{"code_sha256_prefix":"620b59958726409c","entry":"BasicBlock","repo":"alecwangcq/KFAC-Pytorch","repo_kind":"listed","path":"models/cifar/preresnet.py","file_url":"https://github.com/alecwangcq/KFAC-Pytorch/blob/HEAD/models/cifar/preresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"620b59958726409c"}},{"code_sha256_prefix":"502714a11b64f607","entry":"BasicBlock","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"502714a11b64f607"}},{"code_sha256_prefix":"7805f2173e1f3001","entry":"BasicBlock","repo":"oskyhn/CNNs-Without-Borders","repo_kind":"listed","path":"full_conv/Exp3_image_shifts/models_lpf/resnet.py","file_url":"https://github.com/oskyhn/CNNs-Without-Borders/blob/HEAD/full_conv/Exp3_image_shifts/models_lpf/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"7805f2173e1f3001"}},{"code_sha256_prefix":"e790d6c4a00047d8","entry":"BasicBlock","repo":"adldotori/ResNet","repo_kind":"listed","path":"model.py","file_url":"https://github.com/adldotori/ResNet/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e790d6c4a00047d8"}},{"code_sha256_prefix":"686b30231d18e983","entry":"BasicBlock","repo":"mlvccn/bmtc_transferattackvid","repo_kind":"listed","path":"Image/models/ResNet.py","file_url":"https://github.com/mlvccn/bmtc_transferattackvid/blob/HEAD/Image/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"686b30231d18e983"}},{"code_sha256_prefix":"719e76a84a719c0a","entry":"BasicBlock3d","repo":"PPPrior/i3d-pytorch","repo_kind":"listed","path":"models/backbones/resnet3d.py","file_url":"https://github.com/PPPrior/i3d-pytorch/blob/HEAD/models/backbones/resnet3d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"719e76a84a719c0a"}},{"code_sha256_prefix":"4dbe66dec4c673a2","entry":"BasicConv2d","repo":"zjZSTU/ResNet","repo_kind":"listed","path":"py/lib/models/resnet/res_net.py","file_url":"https://github.com/zjZSTU/ResNet/blob/HEAD/py/lib/models/resnet/res_net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4dbe66dec4c673a2"}},{"code_sha256_prefix":"64f5b1443283683c","entry":"BasicTransform","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"64f5b1443283683c"}},{"code_sha256_prefix":"92d6db8f72d32490","entry":"BatchInstanceNorm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"92d6db8f72d32490"}},{"code_sha256_prefix":"44111bb98442468d","entry":"BatchNorm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"44111bb98442468d"}},{"code_sha256_prefix":"7657cf9ddc7bd35f","entry":"BatchNormalization","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7657cf9ddc7bd35f"}},{"code_sha256_prefix":"400e853d45c39183","entry":"Block","repo":"Bao-Jiarong/ResNet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/Bao-Jiarong/ResNet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"400e853d45c39183"}},{"code_sha256_prefix":"23e571cc7ee49c29","entry":"Bottleneck","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"23e571cc7ee49c29"}},{"code_sha256_prefix":"641556a532717bff","entry":"Bottleneck","repo":"ultralytics/yolov5","repo_kind":"listed","path":"models/common.py","file_url":"https://github.com/ultralytics/yolov5/blob/HEAD/models/common.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"AGPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"641556a532717bff"}},{"code_sha256_prefix":"9ea7ba95f771e336","entry":"Bottleneck","repo":"EdenMelaku/Transfer-Learning-Pytorch-Implmentation","repo_kind":"listed","path":"feature extraction/resnet.py","file_url":"https://github.com/EdenMelaku/Transfer-Learning-Pytorch-Implmentation/blob/HEAD/feature%20extraction/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9ea7ba95f771e336"}},{"code_sha256_prefix":"71c25f1b22a7ea5a","entry":"Bottleneck","repo":"yxgeee/MMT","repo_kind":"listed","path":"mmt/models/resnet_ibn_a.py","file_url":"https://github.com/yxgeee/MMT/blob/HEAD/mmt/models/resnet_ibn_a.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"71c25f1b22a7ea5a"}},{"code_sha256_prefix":"485109a1d5380143","entry":"Bottleneck","repo":"alexsax/midlevel-reps","repo_kind":"listed","path":"evkit/models/taskonomy_network.py","file_url":"https://github.com/alexsax/midlevel-reps/blob/HEAD/evkit/models/taskonomy_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"485109a1d5380143"}},{"code_sha256_prefix":"b0e96d4bdddc7c3e","entry":"Bottleneck","repo":"pytorch/vision","repo_kind":"listed","path":"torchvision/models/resnet.py","file_url":"https://github.com/pytorch/vision/blob/HEAD/torchvision/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"b0e96d4bdddc7c3e"}},{"code_sha256_prefix":"b8d99c77c05db072","entry":"Bottleneck","repo":"zjZSTU/ResNet","repo_kind":"listed","path":"py/lib/models/resnet/res_net.py","file_url":"https://github.com/zjZSTU/ResNet/blob/HEAD/py/lib/models/resnet/res_net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b8d99c77c05db072"}},{"code_sha256_prefix":"b0d0e6800c777b86","entry":"Bottleneck","repo":"alecwangcq/KFAC-Pytorch","repo_kind":"listed","path":"models/cifar/preresnet.py","file_url":"https://github.com/alecwangcq/KFAC-Pytorch/blob/HEAD/models/cifar/preresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b0d0e6800c777b86"}},{"code_sha256_prefix":"c967732efc9baa2b","entry":"Bottleneck","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c967732efc9baa2b"}},{"code_sha256_prefix":"0806d76099ba3e7d","entry":"Bottleneck","repo":"oskyhn/CNNs-Without-Borders","repo_kind":"listed","path":"full_conv/Exp3_image_shifts/models_lpf/resnet.py","file_url":"https://github.com/oskyhn/CNNs-Without-Borders/blob/HEAD/full_conv/Exp3_image_shifts/models_lpf/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"0806d76099ba3e7d"}},{"code_sha256_prefix":"9b731793149d80fa","entry":"Bottleneck","repo":"kun-woo-park/Deeplearning_project_STL_10","repo_kind":"listed","path":"function_class_for_train.py","file_url":"https://github.com/kun-woo-park/Deeplearning_project_STL_10/blob/HEAD/function_class_for_train.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"AGPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"9b731793149d80fa"}},{"code_sha256_prefix":"7c6a40fd4a5091f1","entry":"Bottleneck","repo":"JaidedAI/EasyOCR","repo_kind":"listed","path":"easyocr/DBNet/backbones/resnet.py","file_url":"https://github.com/JaidedAI/EasyOCR/blob/HEAD/easyocr/DBNet/backbones/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7c6a40fd4a5091f1"}},{"code_sha256_prefix":"39051456bc337160","entry":"Bottleneck","repo":"mlvccn/bmtc_transferattackvid","repo_kind":"listed","path":"Image/models/ResNet.py","file_url":"https://github.com/mlvccn/bmtc_transferattackvid/blob/HEAD/Image/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"39051456bc337160"}},{"code_sha256_prefix":"ebfc9db48632732d","entry":"Bottleneck","repo":"dssbxx/k_labels_resnet50","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/dssbxx/k_labels_resnet50/blob/HEAD/resnet50.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ebfc9db48632732d"}},{"code_sha256_prefix":"c3ccbf850bb8ee43","entry":"BottleneckTransform","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c3ccbf850bb8ee43"}},{"code_sha256_prefix":"b7a5cfddd91ed642","entry":"CifarResNet","repo":"tanjeffreyz/deep-residual-learning","repo_kind":"listed","path":"models.py","file_url":"https://github.com/tanjeffreyz/deep-residual-learning/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b7a5cfddd91ed642"}},{"code_sha256_prefix":"268e950e2aec2093","entry":"Conv","repo":"ultralytics/yolov5","repo_kind":"listed","path":"models/common.py","file_url":"https://github.com/ultralytics/yolov5/blob/HEAD/models/common.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"AGPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"268e950e2aec2093"}},{"code_sha256_prefix":"b3e852d9b54f9efb","entry":"ConvBlock","repo":"datoboat/Vehicle-Detection","repo_kind":"listed","path":"detection_pipeline.py","file_url":"https://github.com/datoboat/Vehicle-Detection/blob/HEAD/detection_pipeline.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b3e852d9b54f9efb"}},{"code_sha256_prefix":"aae7cd1c274812b0","entry":"ConvBlock","repo":"sangHa0411/CIFAR100","repo_kind":"listed","path":"model.py","file_url":"https://github.com/sangHa0411/CIFAR100/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"aae7cd1c274812b0"}},{"code_sha256_prefix":"6cd28d531eb32fc8","entry":"ConvBlock","repo":"kmzzhang/nbi","repo_kind":"listed","path":"src/nbi/nn/resnet.py","file_url":"https://github.com/kmzzhang/nbi/blob/HEAD/src/nbi/nn/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"6cd28d531eb32fc8"}},{"code_sha256_prefix":"b6f21090a082496d","entry":"Conv_2D_Block","repo":"Sakib1263/ResNet-ResNeXt-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/ResNet_2DCNN.py","file_url":"https://github.com/Sakib1263/ResNet-ResNeXt-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/ResNet_2DCNN.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b6f21090a082496d"}},{"code_sha256_prefix":"20a9cbf63fcc07d7","entry":"ConvolutionalBlock","repo":"sgrvinod/a-pytorch-tutorial-to-super-resolution","repo_kind":"listed","path":"models.py","file_url":"https://github.com/sgrvinod/a-pytorch-tutorial-to-super-resolution/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"20a9cbf63fcc07d7"}},{"code_sha256_prefix":"13ddb01f534c5c18","entry":"DarknetConv","repo":"fabiofumarola/ultrayolo","repo_kind":"listed","path":"ultrayolo/layers/core.py","file_url":"https://github.com/fabiofumarola/ultrayolo/blob/HEAD/ultrayolo/layers/core.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"13ddb01f534c5c18"}},{"code_sha256_prefix":"2bee09c647a6d0eb","entry":"DenseBlock","repo":"datoboat/Vehicle-Detection","repo_kind":"listed","path":"detection_pipeline.py","file_url":"https://github.com/datoboat/Vehicle-Detection/blob/HEAD/detection_pipeline.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2bee09c647a6d0eb"}},{"code_sha256_prefix":"5bcea7ce270d7b2e","entry":"DoubleConvBlock","repo":"tanjeffreyz/deep-residual-learning","repo_kind":"listed","path":"models.py","file_url":"https://github.com/tanjeffreyz/deep-residual-learning/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"5bcea7ce270d7b2e"}},{"code_sha256_prefix":"ac43c1629f507b77","entry":"DownsampleB","repo":"gpleiss/limits_of_large_width","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/gpleiss/limits_of_large_width/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ac43c1629f507b77"}},{"code_sha256_prefix":"5edb2e8bee3de5a1","entry":"FinalLayer","repo":"wondonghyeon/protest-detection-violence-estimation","repo_kind":"listed","path":"util.py","file_url":"https://github.com/wondonghyeon/protest-detection-violence-estimation/blob/HEAD/util.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5edb2e8bee3de5a1"}},{"code_sha256_prefix":"207e40b82333c5c0","entry":"FixupBasicBlock","repo":"ben-davidson-6/fixup","repo_kind":"listed","path":"cifar/models/fixup_resnet_cifar.py","file_url":"https://github.com/ben-davidson-6/fixup/blob/HEAD/cifar/models/fixup_resnet_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"207e40b82333c5c0"}},{"code_sha256_prefix":"622f385860ac3288","entry":"FixupResNet","repo":"ben-davidson-6/fixup","repo_kind":"listed","path":"cifar/models/fixup_resnet_cifar.py","file_url":"https://github.com/ben-davidson-6/fixup/blob/HEAD/cifar/models/fixup_resnet_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"622f385860ac3288"}},{"code_sha256_prefix":"2ca37aaddb398cb9","entry":"Footer","repo":"tanjeffreyz/deep-residual-learning","repo_kind":"listed","path":"models.py","file_url":"https://github.com/tanjeffreyz/deep-residual-learning/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2ca37aaddb398cb9"}},{"code_sha256_prefix":"0f30317aa6389614","entry":"GeM","repo":"interestingzhuo/foodretreival","repo_kind":"listed","path":"imageretrievalnet.py","file_url":"https://github.com/interestingzhuo/foodretreival/blob/HEAD/imageretrievalnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0f30317aa6389614"}},{"code_sha256_prefix":"9cfe4ff7c8fe0bd1","entry":"GeneralizedMeanPooling","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9cfe4ff7c8fe0bd1"}},{"code_sha256_prefix":"3a861a87c4c1ceef","entry":"GeneralizedMeanPoolingP","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3a861a87c4c1ceef"}},{"code_sha256_prefix":"3c0aaa2a1821ecdc","entry":"GlobalHead","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3c0aaa2a1821ecdc"}},{"code_sha256_prefix":"c183aa74103f9f7e","entry":"GroupNorm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c183aa74103f9f7e"}},{"code_sha256_prefix":"c409939ca778d25b","entry":"IBasicBlock","repo":"jung-jun-uk/mixface","repo_kind":"listed","path":"recognition/models/iresnet.py","file_url":"https://github.com/jung-jun-uk/mixface/blob/HEAD/recognition/models/iresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c409939ca778d25b"}},{"code_sha256_prefix":"da7b4c0fb0398d2d","entry":"IdentityPadding","repo":"dnddnjs/pytorch-cifar10","repo_kind":"listed","path":"resnet/model.py","file_url":"https://github.com/dnddnjs/pytorch-cifar10/blob/HEAD/resnet/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"da7b4c0fb0398d2d"}},{"code_sha256_prefix":"0775f0c88dc423dc","entry":"IdentityPadding","repo":"KellerJordan/ResNet-PyTorch-CIFAR10","repo_kind":"listed","path":"model.py","file_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0775f0c88dc423dc"}},{"code_sha256_prefix":"5302682681579dd4","entry":"ImageClassifier","repo":"alvarobartt/serving-pytorch-models","repo_kind":"listed","path":"model/model.py","file_url":"https://github.com/alvarobartt/serving-pytorch-models/blob/HEAD/model/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5302682681579dd4"}},{"code_sha256_prefix":"755cfdc917094016","entry":"ImageSpecs","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"755cfdc917094016"}},{"code_sha256_prefix":"a924a32db84a4d40","entry":"InstanceNorm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a924a32db84a4d40"}},{"code_sha256_prefix":"a48dc581374c5b19","entry":"L2N","repo":"interestingzhuo/foodretreival","repo_kind":"listed","path":"imageretrievalnet.py","file_url":"https://github.com/interestingzhuo/foodretreival/blob/HEAD/imageretrievalnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a48dc581374c5b19"}},{"code_sha256_prefix":"7b5e07e12d54f42d","entry":"LambdaLayer","repo":"MiX-S/resnet_cifar10","repo_kind":"listed","path":"nnets/resnet_sequential.py","file_url":"https://github.com/MiX-S/resnet_cifar10/blob/HEAD/nnets/resnet_sequential.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7b5e07e12d54f42d"}},{"code_sha256_prefix":"515047f6ee547d39","entry":"LayerNorm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"515047f6ee547d39"}},{"code_sha256_prefix":"6039fbb00f7634d9","entry":"Mish","repo":"fengredrum/cnn-xla","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/fengredrum/cnn-xla/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6039fbb00f7634d9"}},{"code_sha256_prefix":"8dc34009b9d54b25","entry":"MyConv1dPadSame","repo":"hsd1503/resnet1d","repo_kind":"listed","path":"resnet1d.py","file_url":"https://github.com/hsd1503/resnet1d/blob/HEAD/resnet1d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8dc34009b9d54b25"}},{"code_sha256_prefix":"20bcfa7654584776","entry":"MyMaxPool1dPadSame","repo":"hsd1503/resnet1d","repo_kind":"listed","path":"resnet1d.py","file_url":"https://github.com/hsd1503/resnet1d/blob/HEAD/resnet1d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"20bcfa7654584776"}},{"code_sha256_prefix":"8a7db6da29529e59","entry":"NormHead","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8a7db6da29529e59"}},{"code_sha256_prefix":"728d6c3f58a7a525","entry":"OutputLayer","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"728d6c3f58a7a525"}},{"code_sha256_prefix":"c9afc79d403f37fd","entry":"PreActResNet_MR","repo":"brycexu/MR-Residual-Net","repo_kind":"listed","path":"MR-ResNet-20 (full precision)/Original/model.py","file_url":"https://github.com/brycexu/MR-Residual-Net/blob/HEAD/MR-ResNet-20%20%28full%20precision%29/Original/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c9afc79d403f37fd"}},{"code_sha256_prefix":"989168dffc00c708","entry":"PreResInitBlock","repo":"sunnysoni97/single_image_fl","repo_kind":"listed","path":"models/preresnet.py","file_url":"https://github.com/sunnysoni97/single_image_fl/blob/HEAD/models/preresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"989168dffc00c708"}},{"code_sha256_prefix":"cff6ffb13c9c12c6","entry":"PreResNet","repo":"sunnysoni97/single_image_fl","repo_kind":"listed","path":"models/preresnet.py","file_url":"https://github.com/sunnysoni97/single_image_fl/blob/HEAD/models/preresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"cff6ffb13c9c12c6"}},{"code_sha256_prefix":"03daa2864f6dbe7f","entry":"PreResNet","repo":"alecwangcq/KFAC-Pytorch","repo_kind":"listed","path":"models/cifar/preresnet.py","file_url":"https://github.com/alecwangcq/KFAC-Pytorch/blob/HEAD/models/cifar/preresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"03daa2864f6dbe7f"}},{"code_sha256_prefix":"8626298c04ad2da5","entry":"ResBlock","repo":"paulblum00/ResNet-Recreation","repo_kind":"listed","path":"network/ResBlock.py","file_url":"https://github.com/paulblum00/ResNet-Recreation/blob/HEAD/network/ResBlock.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"8626298c04ad2da5"}},{"code_sha256_prefix":"557287110b19fb24","entry":"ResBlock","repo":"anjandeepsahni/face_recognition","repo_kind":"listed","path":"Code/model.py","file_url":"https://github.com/anjandeepsahni/face_recognition/blob/HEAD/Code/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"557287110b19fb24"}},{"code_sha256_prefix":"c8073ebc0ef98c77","entry":"ResBlock","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c8073ebc0ef98c77"}},{"code_sha256_prefix":"7be37c8149ab3f4f","entry":"ResBlock","repo":"koshian2/ResNet-MultipleFramework","repo_kind":"listed","path":"resnet_pytorch.py","file_url":"https://github.com/koshian2/ResNet-MultipleFramework/blob/HEAD/resnet_pytorch.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7be37c8149ab3f4f"}},{"code_sha256_prefix":"485d1239c223cc52","entry":"ResBlock","repo":"abaietto/neural_ode_classification","repo_kind":"listed","path":"models.py","file_url":"https://github.com/abaietto/neural_ode_classification/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"485d1239c223cc52"}},{"code_sha256_prefix":"8e38abf13e08c596","entry":"ResBlock","repo":"kmzzhang/nbi","repo_kind":"listed","path":"src/nbi/nn/resnet.py","file_url":"https://github.com/kmzzhang/nbi/blob/HEAD/src/nbi/nn/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"8e38abf13e08c596"}},{"code_sha256_prefix":"9988e4ca50bb2665","entry":"ResBlock","repo":"KellerJordan/ResNet-PyTorch-CIFAR10","repo_kind":"listed","path":"model.py","file_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9988e4ca50bb2665"}},{"code_sha256_prefix":"f619937ca2cf5d67","entry":"ResBlock2D","repo":"Graylab/deepH3-distances-orientations","repo_kind":"listed","path":"deeph3/resnets/ResNet2D.py","file_url":"https://github.com/Graylab/deepH3-distances-orientations/blob/HEAD/deeph3/resnets/ResNet2D.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"f619937ca2cf5d67"}},{"code_sha256_prefix":"69b2bf75dbb0faf2","entry":"ResNet","repo":"jiweibo/imagenet","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/jiweibo/imagenet/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"69b2bf75dbb0faf2"}},{"code_sha256_prefix":"fb6528906591ab32","entry":"ResNet","repo":"jday96314/Kuzushiji","repo_kind":"listed","path":"ImageProcessing/DualNetworkApproach/FeatureExtractors/ResNetFeatureExtractor.py","file_url":"https://github.com/jday96314/Kuzushiji/blob/HEAD/ImageProcessing/DualNetworkApproach/FeatureExtractors/ResNetFeatureExtractor.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"fb6528906591ab32"}},{"code_sha256_prefix":"798ae00506fa02b8","entry":"ResNet","repo":"CryptoSalamander/pytorch_paper_implementation","repo_kind":"listed","path":"resnet/resnet.py","file_url":"https://github.com/CryptoSalamander/pytorch_paper_implementation/blob/HEAD/resnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"798ae00506fa02b8"}},{"code_sha256_prefix":"6a8c457b6c702854","entry":"ResNet","repo":"varshaneya/Res-SE-Net","repo_kind":"listed","path":"models/cifar/resnet.py","file_url":"https://github.com/varshaneya/Res-SE-Net/blob/HEAD/models/cifar/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6a8c457b6c702854"}},{"code_sha256_prefix":"eb3b64cb4d689d43","entry":"ResNet","repo":"mbsariyildiz/resnet-pytorch","repo_kind":"listed","path":"src/resnet.py","file_url":"https://github.com/mbsariyildiz/resnet-pytorch/blob/HEAD/src/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"eb3b64cb4d689d43"}},{"code_sha256_prefix":"d310c296faed2644","entry":"ResNet","repo":"JContro/pytorch_projects","repo_kind":"listed","path":"ResNet_project/ResNet.py","file_url":"https://github.com/JContro/pytorch_projects/blob/HEAD/ResNet_project/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d310c296faed2644"}},{"code_sha256_prefix":"6994f8d96f14dec4","entry":"ResNet","repo":"EdenMelaku/Transfer-Learning-Pytorch-Implmentation","repo_kind":"listed","path":"feature extraction/resnet.py","file_url":"https://github.com/EdenMelaku/Transfer-Learning-Pytorch-Implmentation/blob/HEAD/feature%20extraction/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6994f8d96f14dec4"}},{"code_sha256_prefix":"af029f0b5cbe877a","entry":"ResNet","repo":"wangyuan249/Mymmt767","repo_kind":"listed","path":"mmt/models/resnet_ibn_a.py","file_url":"https://github.com/wangyuan249/Mymmt767/blob/HEAD/mmt/models/resnet_ibn_a.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"af029f0b5cbe877a"}},{"code_sha256_prefix":"c94cc5dabb9020d4","entry":"ResNet","repo":"xslidi/EfficientNets_ddl_apex","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/xslidi/EfficientNets_ddl_apex/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c94cc5dabb9020d4"}},{"code_sha256_prefix":"dbeabb7c9618402f","entry":"ResNet","repo":"aurelien-peden/Deep-Learning-paper-implementations","repo_kind":"listed","path":"resnet_tensorflow.py","file_url":"https://github.com/aurelien-peden/Deep-Learning-paper-implementations/blob/HEAD/resnet_tensorflow.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"dbeabb7c9618402f"}},{"code_sha256_prefix":"bb7069dad423fc20","entry":"ResNet","repo":"fengredrum/cnn-xla","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/fengredrum/cnn-xla/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bb7069dad423fc20"}},{"code_sha256_prefix":"311912c529d36c5e","entry":"ResNet","repo":"ycao5602/SAL","repo_kind":"listed","path":"torchreid/models/resnet.py","file_url":"https://github.com/ycao5602/SAL/blob/HEAD/torchreid/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"311912c529d36c5e"}},{"code_sha256_prefix":"d78f9630a2f878ae","entry":"ResNet","repo":"pytorch/vision","repo_kind":"listed","path":"torchvision/models/resnet.py","file_url":"https://github.com/pytorch/vision/blob/HEAD/torchvision/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"d78f9630a2f878ae"}},{"code_sha256_prefix":"f83c4f29a7fc631a","entry":"ResNet","repo":"AngusG/bn-advex-zhang-fixup","repo_kind":"listed","path":"cifar/models/resnet_cifar.py","file_url":"https://github.com/AngusG/bn-advex-zhang-fixup/blob/HEAD/cifar/models/resnet_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"f83c4f29a7fc631a"}},{"code_sha256_prefix":"8ce44a39c82fe981","entry":"ResNet","repo":"MioChiu/ResNet_TensorFlow","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/MioChiu/ResNet_TensorFlow/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8ce44a39c82fe981"}},{"code_sha256_prefix":"17aaecdb80a52dc9","entry":"ResNet","repo":"kun-woo-park/Deeplearning_project_STL_10","repo_kind":"listed","path":"function_class_for_train.py","file_url":"https://github.com/kun-woo-park/Deeplearning_project_STL_10/blob/HEAD/function_class_for_train.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"AGPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"17aaecdb80a52dc9"}},{"code_sha256_prefix":"7f8958a01d4f2537","entry":"ResNet","repo":"arahosu/musicslots","repo_kind":"listed","path":"models/shared/encoder.py","file_url":"https://github.com/arahosu/musicslots/blob/HEAD/models/shared/encoder.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7f8958a01d4f2537"}},{"code_sha256_prefix":"3e0435071f177023","entry":"ResNet","repo":"anguyen8/sam","repo_kind":"listed","path":"naman_robustness/cifar_models/resnet.py","file_url":"https://github.com/anguyen8/sam/blob/HEAD/naman_robustness/cifar_models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3e0435071f177023"}},{"code_sha256_prefix":"57c4cf5a3546d49f","entry":"ResNet","repo":"joeynavarro/facial_expression_classification","repo_kind":"listed","path":"model_src/built_models/resnet.py","file_url":"https://github.com/joeynavarro/facial_expression_classification/blob/HEAD/model_src/built_models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"57c4cf5a3546d49f"}},{"code_sha256_prefix":"ca6b8abe7fd2c41d","entry":"ResNet","repo":"JayPatwardhan/ResNet-PyTorch","repo_kind":"listed","path":"ResNet/ResNet.py","file_url":"https://github.com/JayPatwardhan/ResNet-PyTorch/blob/HEAD/ResNet/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ca6b8abe7fd2c41d"}},{"code_sha256_prefix":"97d73328285edacf","entry":"ResNet","repo":"ljy-hy/mentormix_pytorch","repo_kind":"listed","path":"models/ResNet.py","file_url":"https://github.com/ljy-hy/mentormix_pytorch/blob/HEAD/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"97d73328285edacf"}},{"code_sha256_prefix":"ce4bc5b8284b1985","entry":"ResNet","repo":"KellerJordan/ResNet-PyTorch-CIFAR10","repo_kind":"listed","path":"model.py","file_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ce4bc5b8284b1985"}},{"code_sha256_prefix":"488d323f64f4bac7","entry":"ResNet","repo":"cjfghk5697/Pytorch-Research-Paper-Implementations","repo_kind":"listed","path":"Vision Models/ResNet/models/ResNet.py","file_url":"https://github.com/cjfghk5697/Pytorch-Research-Paper-Implementations/blob/HEAD/Vision%20Models/ResNet/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"488d323f64f4bac7"}},{"code_sha256_prefix":"3a0faeadb7df2d02","entry":"ResNet18","repo":"ariangc/breinchallenge","repo_kind":"listed","path":"models/pytorch_resnet18/utils.py","file_url":"https://github.com/ariangc/breinchallenge/blob/HEAD/models/pytorch_resnet18/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3a0faeadb7df2d02"}},{"code_sha256_prefix":"83b052d72fcc04a5","entry":"ResNet20","repo":"ewinata/CIFAR-10","repo_kind":"listed","path":"resnet13/cifar_10_resnet13.py","file_url":"https://github.com/ewinata/CIFAR-10/blob/HEAD/resnet13/cifar_10_resnet13.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"83b052d72fcc04a5"}},{"code_sha256_prefix":"fd7eb87f28ce2590","entry":"ResNet4Cifar","repo":"yoshitomo-matsubara/torchdistill","repo_kind":"listed","path":"torchdistill/models/classification/resnet.py","file_url":"https://github.com/yoshitomo-matsubara/torchdistill/blob/HEAD/torchdistill/models/classification/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fd7eb87f28ce2590"}},{"code_sha256_prefix":"2911692d68ed86ea","entry":"ResNet50","repo":"JoeTracey/Portfolio","repo_kind":"listed","path":"ResNet/model.py","file_url":"https://github.com/JoeTracey/Portfolio/blob/HEAD/ResNet/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2911692d68ed86ea"}},{"code_sha256_prefix":"f1cde766e8bae301","entry":"ResNet50","repo":"usnistgov/image-regression-resnet50","repo_kind":"listed","path":"ResNet50/model.py","file_url":"https://github.com/usnistgov/image-regression-resnet50/blob/HEAD/ResNet50/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"f1cde766e8bae301"}},{"code_sha256_prefix":"08230afd327697ed","entry":"ResNet50","repo":"usnistgov/image-classification-resnet50","repo_kind":"listed","path":"ResNet50/model.py","file_url":"https://github.com/usnistgov/image-classification-resnet50/blob/HEAD/ResNet50/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"08230afd327697ed"}},{"code_sha256_prefix":"4dc697817decf989","entry":"ResNet50","repo":"vgangal101/resnet_models","repo_kind":"listed","path":"models/resnet_imgnt.py","file_url":"https://github.com/vgangal101/resnet_models/blob/HEAD/models/resnet_imgnt.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4dc697817decf989"}},{"code_sha256_prefix":"7e5d791767a2f5f3","entry":"ResNet50","repo":"parviagrawal/IdenProf","repo_kind":"listed","path":"idenprof.py","file_url":"https://github.com/parviagrawal/IdenProf/blob/HEAD/idenprof.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7e5d791767a2f5f3"}},{"code_sha256_prefix":"29966c15561bf9f1","entry":"ResNetBase","repo":"IBM/NeuronAlignment","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/IBM/NeuronAlignment/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"29966c15561bf9f1"}},{"code_sha256_prefix":"d768e6cf27d00182","entry":"ResNetBlock","repo":"konstantinos-p/image_classification_SOTA","repo_kind":"listed","path":"testing/models/resnet_he.py","file_url":"https://github.com/konstantinos-p/image_classification_SOTA/blob/HEAD/testing/models/resnet_he.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d768e6cf27d00182"}},{"code_sha256_prefix":"e8a7f80725df93e0","entry":"ResNetBlock","repo":"sangHa0411/CIFAR100","repo_kind":"listed","path":"model.py","file_url":"https://github.com/sangHa0411/CIFAR100/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e8a7f80725df93e0"}},{"code_sha256_prefix":"1b5b7ac5c65edbd1","entry":"ResNetTypeI","repo":"calmisential/TensorFlow2.0_ResNet","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/calmisential/TensorFlow2.0_ResNet/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1b5b7ac5c65edbd1"}},{"code_sha256_prefix":"81a2d79aa4f0d16a","entry":"ResNets","repo":"manoranjan03/PaperImplementations","repo_kind":"listed","path":"RelevantModelCIFAR.py","file_url":"https://github.com/manoranjan03/PaperImplementations/blob/HEAD/RelevantModelCIFAR.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"81a2d79aa4f0d16a"}},{"code_sha256_prefix":"c5ac94406975b5b6","entry":"ResStage","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c5ac94406975b5b6"}},{"code_sha256_prefix":"034577accf21f3db","entry":"ResStemIN","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"034577accf21f3db"}},{"code_sha256_prefix":"1196df45d6af449e","entry":"Residual","repo":"hongkunsun/paratranscnn","repo_kind":"listed","path":"model/transformer.py","file_url":"https://github.com/hongkunsun/paratranscnn/blob/HEAD/model/transformer.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1196df45d6af449e"}},{"code_sha256_prefix":"9d84651c7de84c0b","entry":"Residual","repo":"Deci-AI/super-gradients","repo_kind":"listed","path":"src/super_gradients/modules/skip_connections.py","file_url":"https://github.com/Deci-AI/super-gradients/blob/HEAD/src/super_gradients/modules/skip_connections.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9d84651c7de84c0b"}},{"code_sha256_prefix":"e134f388553c4c58","entry":"Residual","repo":"Mayurji/Image-Classification-PyTorch","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/Mayurji/Image-Classification-PyTorch/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"e134f388553c4c58"}},{"code_sha256_prefix":"324b2aa4437c235c","entry":"Residual","repo":"swasun/VQ-VAE-images","repo_kind":"listed","path":"src/residual.py","file_url":"https://github.com/swasun/VQ-VAE-images/blob/HEAD/src/residual.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"324b2aa4437c235c"}},{"code_sha256_prefix":"8ad636cb87af0b7d","entry":"ResidualAttentionNetwork","repo":"deontaepharr/Residual-Attention-Network","repo_kind":"listed","path":"Code/ResidualAttentionNetwork.py","file_url":"https://github.com/deontaepharr/Residual-Attention-Network/blob/HEAD/Code/ResidualAttentionNetwork.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8ad636cb87af0b7d"}},{"code_sha256_prefix":"8f7714050077a998","entry":"ResidualBlock","repo":"vlievin/Unet","repo_kind":"listed","path":"unet.py","file_url":"https://github.com/vlievin/Unet/blob/HEAD/unet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8f7714050077a998"}},{"code_sha256_prefix":"f07b716146c7d17a","entry":"ResidualBlock","repo":"xcmyz/FaceDetection","repo_kind":"listed","path":"network.py","file_url":"https://github.com/xcmyz/FaceDetection/blob/HEAD/network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f07b716146c7d17a"}},{"code_sha256_prefix":"943c909bed32e588","entry":"ResidualBlock","repo":"HarmanDotpy/Normalizations-in-Deep-Learning","repo_kind":"listed","path":"ResNets.py","file_url":"https://github.com/HarmanDotpy/Normalizations-in-Deep-Learning/blob/HEAD/ResNets.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"943c909bed32e588"}},{"code_sha256_prefix":"d176bf65e3d1da8f","entry":"ResidualBlock","repo":"dnddnjs/pytorch-cifar10","repo_kind":"listed","path":"resnet/model.py","file_url":"https://github.com/dnddnjs/pytorch-cifar10/blob/HEAD/resnet/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d176bf65e3d1da8f"}},{"code_sha256_prefix":"2cff33ff86ebbf67","entry":"ResidualBlock","repo":"sgrvinod/a-pytorch-tutorial-to-super-resolution","repo_kind":"listed","path":"models.py","file_url":"https://github.com/sgrvinod/a-pytorch-tutorial-to-super-resolution/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2cff33ff86ebbf67"}},{"code_sha256_prefix":"be684a447b37f7e7","entry":"ResidualLayer","repo":"MishaLaskin/vq-vae","repo_kind":"listed","path":"models/residual.py","file_url":"https://github.com/MishaLaskin/vq-vae/blob/HEAD/models/residual.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"be684a447b37f7e7"}},{"code_sha256_prefix":"bf45d08945856261","entry":"Resnet","repo":"CorneliusHsiao/FoodMethodGAN","repo_kind":"listed","path":"association_model_and_GAN/networks.py","file_url":"https://github.com/CorneliusHsiao/FoodMethodGAN/blob/HEAD/association_model_and_GAN/networks.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bf45d08945856261"}},{"code_sha256_prefix":"4c0f14176baa9427","entry":"SS_nbt_module","repo":"alalagong/LEDNet","repo_kind":"listed","path":"train/lednet.py","file_url":"https://github.com/alalagong/LEDNet/blob/HEAD/train/lednet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4c0f14176baa9427"}},{"code_sha256_prefix":"7c18455bb24a3685","entry":"ShortcutConnection","repo":"SethEBaldwin/Resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/SethEBaldwin/Resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7c18455bb24a3685"}},{"code_sha256_prefix":"2b2c42080e85bb07","entry":"Swish","repo":"fengredrum/cnn-xla","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/fengredrum/cnn-xla/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2b2c42080e85bb07"}},{"code_sha256_prefix":"7f803d3318e1129a","entry":"ThresholdedSoftmax","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7f803d3318e1129a"}},{"code_sha256_prefix":"1b874ee95860d46d","entry":"Transition","repo":"sangHa0411/CIFAR100","repo_kind":"listed","path":"model.py","file_url":"https://github.com/sangHa0411/CIFAR100/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1b874ee95860d46d"}},{"code_sha256_prefix":"56df540b25ab7aaf","entry":"TransitionBlock","repo":"datoboat/Vehicle-Detection","repo_kind":"listed","path":"detection_pipeline.py","file_url":"https://github.com/datoboat/Vehicle-Detection/blob/HEAD/detection_pipeline.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"56df540b25ab7aaf"}},{"code_sha256_prefix":"4e8175618b73dc8c","entry":"Unit","repo":"LuigiRussoDev/Covid19Detection","repo_kind":"listed","path":"odenet_big.py","file_url":"https://github.com/LuigiRussoDev/Covid19Detection/blob/HEAD/odenet_big.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4e8175618b73dc8c"}},{"code_sha256_prefix":"4b34fc79a3bd9df1","entry":"_BasicBlock","repo":"Lornatang/ResNet-PyTorch","repo_kind":"listed","path":"model.py","file_url":"https://github.com/Lornatang/ResNet-PyTorch/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4b34fc79a3bd9df1"}},{"code_sha256_prefix":"d079230df0eeb539","entry":"_Bottleneck","repo":"Lornatang/ResNet-PyTorch","repo_kind":"listed","path":"model.py","file_url":"https://github.com/Lornatang/ResNet-PyTorch/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d079230df0eeb539"}},{"code_sha256_prefix":"432c079c914f5e44","entry":"_ConvBlock","repo":"Baichenjia/Resnet","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/Baichenjia/Resnet/blob/HEAD/resnet50.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"432c079c914f5e44"}},{"code_sha256_prefix":"4b03d90839fdae5a","entry":"_IdentityBlock","repo":"Baichenjia/Resnet","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/Baichenjia/Resnet/blob/HEAD/resnet50.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4b03d90839fdae5a"}},{"code_sha256_prefix":"065b7c79f0363cdf","entry":"_LayersOverride","repo":"tensorflow/models","repo_kind":"listed","path":"research/object_detection/models/keras_models/resnet_v1.py","file_url":"https://github.com/tensorflow/models/blob/HEAD/research/object_detection/models/keras_models/resnet_v1.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"065b7c79f0363cdf"}},{"code_sha256_prefix":"c546571d46dbaaba","entry":"_ResNet","repo":"gpleiss/limits_of_large_width","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/gpleiss/limits_of_large_width/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c546571d46dbaaba"}},{"code_sha256_prefix":"8945dd94cbdf551d","entry":"_fixed_padding","repo":"tensorflow/models","repo_kind":"listed","path":"research/object_detection/models/keras_models/resnet_v1.py","file_url":"https://github.com/tensorflow/models/blob/HEAD/research/object_detection/models/keras_models/resnet_v1.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"8945dd94cbdf551d"}},{"code_sha256_prefix":"c2970f7e6871ea1d","entry":"_generate_class","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c2970f7e6871ea1d"}},{"code_sha256_prefix":"95ee84c8433ecfec","entry":"_obtain_input_shape","repo":"keras-team/keras-applications","repo_kind":"listed","path":"keras_applications/resnet_common.py","file_url":"https://github.com/keras-team/keras-applications/blob/HEAD/keras_applications/resnet_common.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"95ee84c8433ecfec"}},{"code_sha256_prefix":"cf928dd6d683394f","entry":"_regularizer","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"cf928dd6d683394f"}},{"code_sha256_prefix":"1fc36449d1b59644","entry":"_residual_block","repo":"ankit-vaghela30/Google-landmark-prediction","repo_kind":"listed","path":"bulldawg/resnet.py","file_url":"https://github.com/ankit-vaghela30/Google-landmark-prediction/blob/HEAD/bulldawg/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1fc36449d1b59644"}},{"code_sha256_prefix":"e0ca22342ff3ed1d","entry":"activetion_func","repo":"fengredrum/cnn-xla","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/fengredrum/cnn-xla/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e0ca22342ff3ed1d"}},{"code_sha256_prefix":"c66ee16c44e505a8","entry":"autopad","repo":"ultralytics/yolov5","repo_kind":"listed","path":"models/common.py","file_url":"https://github.com/ultralytics/yolov5/blob/HEAD/models/common.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"AGPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"c66ee16c44e505a8"}},{"code_sha256_prefix":"913403595a2b068c","entry":"basic_block","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"913403595a2b068c"}},{"code_sha256_prefix":"0dfc2174f6cda36c","entry":"batch_norm","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0dfc2174f6cda36c"}},{"code_sha256_prefix":"bd1ee2bf95c03fa0","entry":"block","repo":"AyushAniket/ResNET-and-various-normalizations","repo_kind":"listed","path":"train_cifar.py","file_url":"https://github.com/AyushAniket/ResNET-and-various-normalizations/blob/HEAD/train_cifar.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bd1ee2bf95c03fa0"}},{"code_sha256_prefix":"3be20b1c2fd39dff","entry":"bn","repo":"xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters","repo_kind":"listed","path":"modified_resnet.py","file_url":"https://github.com/xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters/blob/HEAD/modified_resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3be20b1c2fd39dff"}},{"code_sha256_prefix":"ea3607e29c413d34","entry":"bn_activation","repo":"xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters","repo_kind":"listed","path":"modified_resnet.py","file_url":"https://github.com/xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters/blob/HEAD/modified_resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ea3607e29c413d34"}},{"code_sha256_prefix":"e08d5f7a448a2a07","entry":"bottleneck_block","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e08d5f7a448a2a07"}},{"code_sha256_prefix":"37da9c29efdba93a","entry":"build_ckplus_model_1","repo":"amogh7joshi/fer","repo_kind":"listed","path":"models/pastmodels.py","file_url":"https://github.com/amogh7joshi/fer/blob/HEAD/models/pastmodels.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"37da9c29efdba93a"}},{"code_sha256_prefix":"9cddb406943ca38e","entry":"center_crop7","repo":"researchmm/SiamDW","repo_kind":"listed","path":"lib/models/modules.py","file_url":"https://github.com/researchmm/SiamDW/blob/HEAD/lib/models/modules.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9cddb406943ca38e"}},{"code_sha256_prefix":"7b09eb9d5cbdcf40","entry":"channel_attention","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7b09eb9d5cbdcf40"}},{"code_sha256_prefix":"7288e0a6a39cdc75","entry":"clean_state_dict","repo":"CorneliusHsiao/FoodMethodGAN","repo_kind":"listed","path":"association_model_and_GAN/networks.py","file_url":"https://github.com/CorneliusHsiao/FoodMethodGAN/blob/HEAD/association_model_and_GAN/networks.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7288e0a6a39cdc75"}},{"code_sha256_prefix":"49f49f0dff963bab","entry":"common_str","repo":"tanjeffreyz/deep-residual-learning","repo_kind":"listed","path":"models.py","file_url":"https://github.com/tanjeffreyz/deep-residual-learning/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"49f49f0dff963bab"}},{"code_sha256_prefix":"14e3df4092f4db60","entry":"compute_rotation_matrix_from_ortho6d","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"14e3df4092f4db60"}},{"code_sha256_prefix":"d97ed054442099c9","entry":"conv1x1","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"d97ed054442099c9"}},{"code_sha256_prefix":"158bf4c3a5f11f04","entry":"conv1x1","repo":"jung-jun-uk/mixface","repo_kind":"listed","path":"recognition/models/iresnet.py","file_url":"https://github.com/jung-jun-uk/mixface/blob/HEAD/recognition/models/iresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"158bf4c3a5f11f04"}},{"code_sha256_prefix":"e988a5489c0e63b4","entry":"conv1x1","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e988a5489c0e63b4"}},{"code_sha256_prefix":"bbf5d97f2a09632e","entry":"conv1x1","repo":"mlvccn/bmtc_transferattackvid","repo_kind":"listed","path":"Image/models/ResNet.py","file_url":"https://github.com/mlvccn/bmtc_transferattackvid/blob/HEAD/Image/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bbf5d97f2a09632e"}},{"code_sha256_prefix":"c476a9ac43626587","entry":"conv2D","repo":"xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters","repo_kind":"listed","path":"modified_resnet.py","file_url":"https://github.com/xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters/blob/HEAD/modified_resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c476a9ac43626587"}},{"code_sha256_prefix":"160bb14bd76201b4","entry":"conv3x3","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"160bb14bd76201b4"}},{"code_sha256_prefix":"18fbe72ffac82ee3","entry":"conv3x3","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"18fbe72ffac82ee3"}},{"code_sha256_prefix":"7f22d053fb2c79d3","entry":"conv3x3","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"7f22d053fb2c79d3"}},{"code_sha256_prefix":"29df79c9fdb0cee8","entry":"conv3x3","repo":"jung-jun-uk/mixface","repo_kind":"listed","path":"recognition/models/iresnet.py","file_url":"https://github.com/jung-jun-uk/mixface/blob/HEAD/recognition/models/iresnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"29df79c9fdb0cee8"}},{"code_sha256_prefix":"bc359191fdd6e179","entry":"conv3x3","repo":"mbsariyildiz/resnet-pytorch","repo_kind":"listed","path":"src/resnet.py","file_url":"https://github.com/mbsariyildiz/resnet-pytorch/blob/HEAD/src/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"bc359191fdd6e179"}},{"code_sha256_prefix":"437a0bfa2e517741","entry":"conv3x3","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"437a0bfa2e517741"}},{"code_sha256_prefix":"12a134e249952e6b","entry":"conv3x3","repo":"IBM/NeuronAlignment","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/IBM/NeuronAlignment/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"12a134e249952e6b"}},{"code_sha256_prefix":"c9600a450998870f","entry":"conv3x3","repo":"mlvccn/bmtc_transferattackvid","repo_kind":"listed","path":"Image/models/ResNet.py","file_url":"https://github.com/mlvccn/bmtc_transferattackvid/blob/HEAD/Image/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c9600a450998870f"}},{"code_sha256_prefix":"cd1407c383321d2d","entry":"conv3x3x3","repo":"PPPrior/i3d-pytorch","repo_kind":"listed","path":"models/backbones/resnet3d.py","file_url":"https://github.com/PPPrior/i3d-pytorch/blob/HEAD/models/backbones/resnet3d.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"cd1407c383321d2d"}},{"code_sha256_prefix":"a0dd3d71c1301a92","entry":"convBatchReLU","repo":"tiagoCuervo/JapaNet","repo_kind":"listed","path":"model.py","file_url":"https://github.com/tiagoCuervo/JapaNet/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a0dd3d71c1301a92"}},{"code_sha256_prefix":"2b3e6ce5d8b3fc7f","entry":"conv_block","repo":"Sangkwun/Resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/Sangkwun/Resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2b3e6ce5d8b3fc7f"}},{"code_sha256_prefix":"489084bcff558f3e","entry":"conv_block","repo":"ewinata/CIFAR-10","repo_kind":"listed","path":"resnet13/cifar_10_resnet13.py","file_url":"https://github.com/ewinata/CIFAR-10/blob/HEAD/resnet13/cifar_10_resnet13.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"489084bcff558f3e"}},{"code_sha256_prefix":"e08a40ca144f258c","entry":"conv_block","repo":"vgangal101/resnet_models","repo_kind":"listed","path":"models/resnet_imgnt.py","file_url":"https://github.com/vgangal101/resnet_models/blob/HEAD/models/resnet_imgnt.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e08a40ca144f258c"}},{"code_sha256_prefix":"4e557f59178c9728","entry":"conv_block","repo":"manoranjan03/PaperImplementations","repo_kind":"listed","path":"RelevantModelCIFAR.py","file_url":"https://github.com/manoranjan03/PaperImplementations/blob/HEAD/RelevantModelCIFAR.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4e557f59178c9728"}},{"code_sha256_prefix":"de9aaff4c2936743","entry":"create_aa","repo":"liuyao12/ConvNets-PDE-perspective","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/liuyao12/ConvNets-PDE-perspective/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"de9aaff4c2936743"}},{"code_sha256_prefix":"a1f0ff027ec39033","entry":"cross_product","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a1f0ff027ec39033"}},{"code_sha256_prefix":"3215c2eb683ebaa1","entry":"downsample_avg","repo":"xslidi/EfficientNets_ddl_apex","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/xslidi/EfficientNets_ddl_apex/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3215c2eb683ebaa1"}},{"code_sha256_prefix":"f7295d49ebef2d92","entry":"downsample_conv","repo":"xslidi/EfficientNets_ddl_apex","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/xslidi/EfficientNets_ddl_apex/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f7295d49ebef2d92"}},{"code_sha256_prefix":"4304a326c593f8db","entry":"drop_connect","repo":"vineeths96/Gradient-Compression","repo_kind":"listed","path":"models/efficientnet.py","file_url":"https://github.com/vineeths96/Gradient-Compression/blob/HEAD/models/efficientnet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4304a326c593f8db"}},{"code_sha256_prefix":"bb4cf98a540cb34a","entry":"dsnt","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"bb4cf98a540cb34a"}},{"code_sha256_prefix":"fb434912a5b18ee9","entry":"euclidean_loss","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fb434912a5b18ee9"}},{"code_sha256_prefix":"1866b59d5bd6b697","entry":"expectation_2d","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1866b59d5bd6b697"}},{"code_sha256_prefix":"5756d6bfbcce2dfc","entry":"fixed_padding","repo":"aby2s/sharpmask","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/aby2s/sharpmask/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5756d6bfbcce2dfc"}},{"code_sha256_prefix":"0706673a3a78b2af","entry":"fixed_padding","repo":"MichaelWangfc/distributed-tensorflow-resnet","repo_kind":"listed","path":"models/resnet_model_official.py","file_url":"https://github.com/MichaelWangfc/distributed-tensorflow-resnet/blob/HEAD/models/resnet_model_official.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0706673a3a78b2af"}},{"code_sha256_prefix":"8eb10ea765aa19a1","entry":"fixed_padding","repo":"serre-lab/gala_tpu","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/serre-lab/gala_tpu/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8eb10ea765aa19a1"}},{"code_sha256_prefix":"9dc7e2f24ba5ea6f","entry":"generate_xy","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9dc7e2f24ba5ea6f"}},{"code_sha256_prefix":"606180389e2b860a","entry":"get_dropout","repo":"maxwelltsai/DeepGalaxy","repo_kind":"listed","path":"efficientnet/model.py","file_url":"https://github.com/maxwelltsai/DeepGalaxy/blob/HEAD/efficientnet/model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"606180389e2b860a"}},{"code_sha256_prefix":"9b02c1068795fd5b","entry":"get_padding","repo":"xslidi/EfficientNets_ddl_apex","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/xslidi/EfficientNets_ddl_apex/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9b02c1068795fd5b"}},{"code_sha256_prefix":"85bd52604e7b341f","entry":"get_submodules_from_kwargs","repo":"maxwelltsai/DeepGalaxy","repo_kind":"listed","path":"efficientnet/model.py","file_url":"https://github.com/maxwelltsai/DeepGalaxy/blob/HEAD/efficientnet/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"85bd52604e7b341f"}},{"code_sha256_prefix":"fe4b66ee5f586f92","entry":"get_trans_fun","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fe4b66ee5f586f92"}},{"code_sha256_prefix":"c82c96931c325a16","entry":"identity_block","repo":"manoranjan03/PaperImplementations","repo_kind":"listed","path":"RelevantModelCIFAR.py","file_url":"https://github.com/manoranjan03/PaperImplementations/blob/HEAD/RelevantModelCIFAR.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c82c96931c325a16"}},{"code_sha256_prefix":"6c521de8b851930a","entry":"load_image","repo":"kamanphoebe/motiondetection","repo_kind":"listed","path":"custom_raft.py","file_url":"https://github.com/kamanphoebe/motiondetection/blob/HEAD/custom_raft.py","link_basis":"harvester_set","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6c521de8b851930a"}},{"code_sha256_prefix":"f56f84578713276a","entry":"load_params","repo":"axmoyal/Steganalysis-with-CNN","repo_kind":"listed","path":"models.py","file_url":"https://github.com/axmoyal/Steganalysis-with-CNN/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f56f84578713276a"}},{"code_sha256_prefix":"c06de04ffb006a10","entry":"make_basic_block_layer","repo":"calmisential/TensorFlow2.0_ResNet","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/calmisential/TensorFlow2.0_ResNet/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c06de04ffb006a10"}},{"code_sha256_prefix":"f38f84cf6dd988a6","entry":"make_blocks","repo":"xslidi/EfficientNets_ddl_apex","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/xslidi/EfficientNets_ddl_apex/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f38f84cf6dd988a6"}},{"code_sha256_prefix":"85906ecc797c5897","entry":"masked_average","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"85906ecc797c5897"}},{"code_sha256_prefix":"b9e24c3e3e0e88a7","entry":"merge","repo":"alililia/ascend_FaceAttribute","repo_kind":"listed","path":"model_utils/config.py","file_url":"https://github.com/alililia/ascend_FaceAttribute/blob/HEAD/model_utils/config.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b9e24c3e3e0e88a7"}},{"code_sha256_prefix":"8f835592403aa029","entry":"norm","repo":"abaietto/neural_ode_classification","repo_kind":"listed","path":"models.py","file_url":"https://github.com/abaietto/neural_ode_classification/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8f835592403aa029"}},{"code_sha256_prefix":"344dc8550a37d3a2","entry":"normalize_vector","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"344dc8550a37d3a2"}},{"code_sha256_prefix":"5ed361affc615717","entry":"res_basic_block","repo":"Burf/ResNet-Tensorflow2","repo_kind":"listed","path":"resnet/resnet.py","file_url":"https://github.com/Burf/ResNet-Tensorflow2/blob/HEAD/resnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5ed361affc615717"}},{"code_sha256_prefix":"c1890464899587ca","entry":"residualBlock","repo":"tiagoCuervo/JapaNet","repo_kind":"listed","path":"model.py","file_url":"https://github.com/tiagoCuervo/JapaNet/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c1890464899587ca"}},{"code_sha256_prefix":"afb5a3ff388e249e","entry":"residual_block","repo":"Sakib1263/ResNet1D-Model-Builder-KERAS","repo_kind":"listed","path":"Codes/ResNet_1DCNN.py","file_url":"https://github.com/Sakib1263/ResNet1D-Model-Builder-KERAS/blob/HEAD/Codes/ResNet_1DCNN.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"afb5a3ff388e249e"}},{"code_sha256_prefix":"d6af51b753dc87cb","entry":"residual_blocks","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d6af51b753dc87cb"}},{"code_sha256_prefix":"a7e2bd8326ffef0f","entry":"residual_layer","repo":"ThanasisMattas/smartflow","repo_kind":"listed","path":"smartflow/archs/resnet.py","file_url":"https://github.com/ThanasisMattas/smartflow/blob/HEAD/smartflow/archs/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"a7e2bd8326ffef0f"}},{"code_sha256_prefix":"bed242e9b43e5418","entry":"resnet","repo":"Sangkwun/Resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/Sangkwun/Resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bed242e9b43e5418"}},{"code_sha256_prefix":"bfeb290441245879","entry":"resnet34","repo":"nsom/VGG16","repo_kind":"listed","path":"resnet34/resnet34.py","file_url":"https://github.com/nsom/VGG16/blob/HEAD/resnet34/resnet34.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bfeb290441245879"}},{"code_sha256_prefix":"d19f54c271bb4314","entry":"resnet50","repo":"godwinrayanc/YOLOv1-Pytorch","repo_kind":"listed","path":"pytorch-yolov1-trainval/backbone.py","file_url":"https://github.com/godwinrayanc/YOLOv1-Pytorch/blob/HEAD/pytorch-yolov1-trainval/backbone.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d19f54c271bb4314"}},{"code_sha256_prefix":"dcda006f61dc1b41","entry":"resnet_first_block_first_module","repo":"parviagrawal/IdenProf","repo_kind":"listed","path":"idenprof.py","file_url":"https://github.com/parviagrawal/IdenProf/blob/HEAD/idenprof.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dcda006f61dc1b41"}},{"code_sha256_prefix":"c4bb2cc4f4fe1b02","entry":"resnet_layer","repo":"KellyHwong/rethinking_generalization","repo_kind":"listed","path":"keras_fn/resnet.py","file_url":"https://github.com/KellyHwong/rethinking_generalization/blob/HEAD/keras_fn/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c4bb2cc4f4fe1b02"}},{"code_sha256_prefix":"8cba8aa8101c68d0","entry":"resnet_layer","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8cba8aa8101c68d0"}},{"code_sha256_prefix":"83d4b1e9c12db56c","entry":"resnet_v1","repo":"KellyHwong/rethinking_generalization","repo_kind":"listed","path":"keras_fn/resnet.py","file_url":"https://github.com/KellyHwong/rethinking_generalization/blob/HEAD/keras_fn/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"none","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"83d4b1e9c12db56c"}},{"code_sha256_prefix":"8f2448483b5d9342","entry":"split","repo":"alalagong/LEDNet","repo_kind":"listed","path":"train/lednet.py","file_url":"https://github.com/alalagong/LEDNet/blob/HEAD/train/lednet.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8f2448483b5d9342"}},{"code_sha256_prefix":"8737c82de631cffc","entry":"swish","repo":"vineeths96/Gradient-Compression","repo_kind":"listed","path":"models/efficientnet.py","file_url":"https://github.com/vineeths96/Gradient-Compression/blob/HEAD/models/efficientnet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8737c82de631cffc"}},{"code_sha256_prefix":"c2b8e9e3eb740bdc","entry":"thresholded_softmax","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c2b8e9e3eb740bdc"}},{"code_sha256_prefix":"005079bbb30856bf","entry":"ArcFaceModel","repo":"peteryuX/arcface-tf2","repo_kind":"listed","path":"modules/models.py","file_url":"https://github.com/peteryuX/arcface-tf2/blob/HEAD/modules/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"005079bbb30856bf"}},{"code_sha256_prefix":"e54c8c7fd3f999b9","entry":"ArchConfig","repo":"gatheluck/Stronghold","repo_kind":"listed","path":"stronghold/src/schema/arch.py","file_url":"https://github.com/gatheluck/Stronghold/blob/HEAD/stronghold/src/schema/arch.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e54c8c7fd3f999b9"}},{"code_sha256_prefix":"6b59a54338342a56","entry":"BasicBlock","repo":"arahosu/musicslots","repo_kind":"listed","path":"models/shared/encoder.py","file_url":"https://github.com/arahosu/musicslots/blob/HEAD/models/shared/encoder.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6b59a54338342a56"}},{"code_sha256_prefix":"38d9c9c96d6910bf","entry":"BasicBlock","repo":"JaidedAI/EasyOCR","repo_kind":"listed","path":"easyocr/DBNet/backbones/resnet.py","file_url":"https://github.com/JaidedAI/EasyOCR/blob/HEAD/easyocr/DBNet/backbones/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"38d9c9c96d6910bf"}},{"code_sha256_prefix":"173fbb505400ac09","entry":"BasicBlock","repo":"IBM/NeuronAlignment","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/IBM/NeuronAlignment/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"173fbb505400ac09"}},{"code_sha256_prefix":"edd11681768b5cf7","entry":"BasicBlock","repo":"liuyao12/ConvNets-PDE-perspective","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/liuyao12/ConvNets-PDE-perspective/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"edd11681768b5cf7"}},{"code_sha256_prefix":"8769e14aef4798e8","entry":"BasicBlock","repo":"MiX-S/resnet_cifar10","repo_kind":"listed","path":"nnets/resnet_sequential.py","file_url":"https://github.com/MiX-S/resnet_cifar10/blob/HEAD/nnets/resnet_sequential.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8769e14aef4798e8"}},{"code_sha256_prefix":"8c75ed360f4ed07d","entry":"CNN","repo":"ls-da3m0ns/Short-ResNet","repo_kind":"listed","path":"model/network.py","file_url":"https://github.com/ls-da3m0ns/Short-ResNet/blob/HEAD/model/network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"8c75ed360f4ed07d"}},{"code_sha256_prefix":"6447dbed12dbb81c","entry":"ConvProjection","repo":"KellerJordan/ResNet-PyTorch-CIFAR10","repo_kind":"listed","path":"model.py","file_url":"https://github.com/KellerJordan/ResNet-PyTorch-CIFAR10/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6447dbed12dbb81c"}},{"code_sha256_prefix":"29001622c336b241","entry":"DarknetResidual","repo":"fabiofumarola/ultrayolo","repo_kind":"listed","path":"ultrayolo/layers/core.py","file_url":"https://github.com/fabiofumarola/ultrayolo/blob/HEAD/ultrayolo/layers/core.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"29001622c336b241"}},{"code_sha256_prefix":"c2fd38bf26448776","entry":"HumanPoseModel","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c2fd38bf26448776"}},{"code_sha256_prefix":"231e46e67cb0cfce","entry":"IResNet","repo":"jung-jun-uk/mixface","repo_kind":"listed","path":"recognition/models/iresnet.py","file_url":"https://github.com/jung-jun-uk/mixface/blob/HEAD/recognition/models/iresnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"231e46e67cb0cfce"}},{"code_sha256_prefix":"67423fca9d254032","entry":"ImageRetrievalNet","repo":"interestingzhuo/foodretreival","repo_kind":"listed","path":"imageretrievalnet.py","file_url":"https://github.com/interestingzhuo/foodretreival/blob/HEAD/imageretrievalnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"67423fca9d254032"}},{"code_sha256_prefix":"771815d97221ad82","entry":"Layers","repo":"ls-da3m0ns/Short-ResNet","repo_kind":"listed","path":"model/network.py","file_url":"https://github.com/ls-da3m0ns/Short-ResNet/blob/HEAD/model/network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"771815d97221ad82"}},{"code_sha256_prefix":"09ff22891158305f","entry":"MedNet","repo":"James-Gilbert-/medical-deep-learning","repo_kind":"listed","path":"model/MedResNet.py","file_url":"https://github.com/James-Gilbert-/medical-deep-learning/blob/HEAD/model/MedResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"09ff22891158305f"}},{"code_sha256_prefix":"9eaabf20ec53df5e","entry":"ResBlock","repo":"andrijdavid/clinical-brain-interface-2020","repo_kind":"listed","path":"timeseriesAI/torchtimeseries/models/ResNet.py","file_url":"https://github.com/andrijdavid/clinical-brain-interface-2020/blob/HEAD/timeseriesAI/torchtimeseries/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9eaabf20ec53df5e"}},{"code_sha256_prefix":"1ab2c2f6a59eda72","entry":"ResBlock","repo":"facebookresearch/pycls","repo_kind":"listed","path":"pycls/models/resnet.py","file_url":"https://github.com/facebookresearch/pycls/blob/HEAD/pycls/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1ab2c2f6a59eda72"}},{"code_sha256_prefix":"db795e6584c6284f","entry":"ResCNNEncoder","repo":"HHTseng/video-classification","repo_kind":"listed","path":"ResNetCRNN/functions.py","file_url":"https://github.com/HHTseng/video-classification/blob/HEAD/ResNetCRNN/functions.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"db795e6584c6284f"}},{"code_sha256_prefix":"aa7ae34363678605","entry":"ResNet","repo":"yakhyo/head-pose-estimation","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/yakhyo/head-pose-estimation/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"aa7ae34363678605"}},{"code_sha256_prefix":"c475b3c60d387483","entry":"ResNet","repo":"jvoynow/ConvNet-Architectures","repo_kind":"listed","path":"Residual_network.py","file_url":"https://github.com/jvoynow/ConvNet-Architectures/blob/HEAD/Residual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c475b3c60d387483"}},{"code_sha256_prefix":"47b796d3128468f3","entry":"ResNet","repo":"gpleiss/limits_of_large_width","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/gpleiss/limits_of_large_width/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"47b796d3128468f3"}},{"code_sha256_prefix":"16201edea25510f5","entry":"ResNet","repo":"Lornatang/ResNet-PyTorch","repo_kind":"listed","path":"model.py","file_url":"https://github.com/Lornatang/ResNet-PyTorch/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"16201edea25510f5"}},{"code_sha256_prefix":"746c594282e57371","entry":"ResNet","repo":"axmoyal/Steganalysis-with-CNN","repo_kind":"listed","path":"models.py","file_url":"https://github.com/axmoyal/Steganalysis-with-CNN/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"746c594282e57371"}},{"code_sha256_prefix":"965d053cb21de5a8","entry":"ResNet","repo":"towhee-io/towhee","repo_kind":"listed","path":"towhee/models/cvnet/resnet.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/cvnet/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"965d053cb21de5a8"}},{"code_sha256_prefix":"a4670c8e011ae9d3","entry":"ResNet","repo":"zjZSTU/ResNet","repo_kind":"listed","path":"py/lib/models/resnet/res_net.py","file_url":"https://github.com/zjZSTU/ResNet/blob/HEAD/py/lib/models/resnet/res_net.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a4670c8e011ae9d3"}},{"code_sha256_prefix":"34861ae2619832d6","entry":"ResNet","repo":"yangorwell/NGPlus","repo_kind":"listed","path":"imagenet/resnet_ngplus.py","file_url":"https://github.com/yangorwell/NGPlus/blob/HEAD/imagenet/resnet_ngplus.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"34861ae2619832d6"}},{"code_sha256_prefix":"11eb7f4666873ba8","entry":"ResNet","repo":"oskyhn/CNNs-Without-Borders","repo_kind":"listed","path":"full_conv/Exp3_image_shifts/models_lpf/resnet.py","file_url":"https://github.com/oskyhn/CNNs-Without-Borders/blob/HEAD/full_conv/Exp3_image_shifts/models_lpf/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"11eb7f4666873ba8"}},{"code_sha256_prefix":"a55aba897de3f4b7","entry":"ResNet","repo":"JaidedAI/EasyOCR","repo_kind":"listed","path":"easyocr/DBNet/backbones/resnet.py","file_url":"https://github.com/JaidedAI/EasyOCR/blob/HEAD/easyocr/DBNet/backbones/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a55aba897de3f4b7"}},{"code_sha256_prefix":"a1698521b35b7e72","entry":"ResNet","repo":"facebookresearch/DomainBed","repo_kind":"listed","path":"domainbed/networks.py","file_url":"https://github.com/facebookresearch/DomainBed/blob/HEAD/domainbed/networks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a1698521b35b7e72"}},{"code_sha256_prefix":"ffcc4f9e7714df2d","entry":"ResNet","repo":"researchmm/SiamDW","repo_kind":"listed","path":"lib/models/modules.py","file_url":"https://github.com/researchmm/SiamDW/blob/HEAD/lib/models/modules.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ffcc4f9e7714df2d"}},{"code_sha256_prefix":"36ff3c7425a03969","entry":"ResNet","repo":"dmizr/phuber","repo_kind":"listed","path":"phuber/network.py","file_url":"https://github.com/dmizr/phuber/blob/HEAD/phuber/network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"36ff3c7425a03969"}},{"code_sha256_prefix":"8feb1a81037aed37","entry":"ResNet","repo":"keras-team/keras-applications","repo_kind":"listed","path":"keras_applications/resnet_common.py","file_url":"https://github.com/keras-team/keras-applications/blob/HEAD/keras_applications/resnet_common.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"8feb1a81037aed37"}},{"code_sha256_prefix":"f350721304ea0b9d","entry":"ResNet","repo":"SethEBaldwin/Resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/SethEBaldwin/Resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f350721304ea0b9d"}},{"code_sha256_prefix":"691431c3ddf9cde4","entry":"ResNet","repo":"chayanchatterjee/gw-skylocator","repo_kind":"listed","path":"model/resnet.py","file_url":"https://github.com/chayanchatterjee/gw-skylocator/blob/HEAD/model/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"691431c3ddf9cde4"}},{"code_sha256_prefix":"aa1e02aac050d553","entry":"ResNet","repo":"mlvccn/bmtc_transferattackvid","repo_kind":"listed","path":"Image/models/ResNet.py","file_url":"https://github.com/mlvccn/bmtc_transferattackvid/blob/HEAD/Image/models/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"aa1e02aac050d553"}},{"code_sha256_prefix":"d737fd490941bee7","entry":"ResNet50","repo":"vita-epfl/rock-pytorch","repo_kind":"listed","path":"rock/model/backbone.py","file_url":"https://github.com/vita-epfl/rock-pytorch/blob/HEAD/rock/model/backbone.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d737fd490941bee7"}},{"code_sha256_prefix":"de6e4d3f65eaf80e","entry":"ResNet50","repo":"Baichenjia/Resnet","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/Baichenjia/Resnet/blob/HEAD/resnet50.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"de6e4d3f65eaf80e"}},{"code_sha256_prefix":"cf53b1b03ec71937","entry":"ResNetAID","repo":"haonanguo/remote-sensing-chatgpt","repo_kind":"listed","path":"RStask/SceneClassification/ResNetScene.py","file_url":"https://github.com/haonanguo/remote-sensing-chatgpt/blob/HEAD/RStask/SceneClassification/ResNetScene.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"cf53b1b03ec71937"}},{"code_sha256_prefix":"b5392c11ba2ff6ab","entry":"ResNetCifar","repo":"felixgwu/img_classification_pk_pytorch","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/felixgwu/img_classification_pk_pytorch/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b5392c11ba2ff6ab"}},{"code_sha256_prefix":"a84d0a2bcb439bc3","entry":"ResNetConv2D","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a84d0a2bcb439bc3"}},{"code_sha256_prefix":"d722298a74f523e2","entry":"ResNetHumanPoseModel","repo":"anibali/dsnt-pose2d","repo_kind":"listed","path":"src/dsnt/model.py","file_url":"https://github.com/anibali/dsnt-pose2d/blob/HEAD/src/dsnt/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d722298a74f523e2"}},{"code_sha256_prefix":"4be7a3ed99f9cda9","entry":"ResNet_34","repo":"waterdisappear/nudt4mstar","repo_kind":"listed","path":"ATRBench/Classification/ResNet18/model/Model.py","file_url":"https://github.com/waterdisappear/nudt4mstar/blob/HEAD/ATRBench/Classification/ResNet18/model/Model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"4be7a3ed99f9cda9"}},{"code_sha256_prefix":"d9e6eab0afba5865","entry":"ResNet_VAE","repo":"hsinyilin19/resnetvae","repo_kind":"listed","path":"modules.py","file_url":"https://github.com/hsinyilin19/resnetvae/blob/HEAD/modules.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d9e6eab0afba5865"}},{"code_sha256_prefix":"d6732e518d30defc","entry":"ResNets_50","repo":"CrossEntropy/Gesture-images-recognition-ResidualNetwork","repo_kind":"listed","path":"Keras_model/model.py","file_url":"https://github.com/CrossEntropy/Gesture-images-recognition-ResidualNetwork/blob/HEAD/Keras_model/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d6732e518d30defc"}},{"code_sha256_prefix":"e010a7d5beca158f","entry":"ResidualTransformer","repo":"rtanno21609/AdaptiveNeuralTrees","repo_kind":"listed","path":"models.py","file_url":"https://github.com/rtanno21609/AdaptiveNeuralTrees/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e010a7d5beca158f"}},{"code_sha256_prefix":"9e46a4e7ec1ed87b","entry":"Residualnetwork","repo":"vinod377/STN-OCR-Tensorflow","repo_kind":"listed","path":"src_code/models/resnet_tf.py","file_url":"https://github.com/vinod377/STN-OCR-Tensorflow/blob/HEAD/src_code/models/resnet_tf.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9e46a4e7ec1ed87b"}},{"code_sha256_prefix":"520fb2fda8bde7ae","entry":"Resnet","repo":"cocopambag/ResNet","repo_kind":"listed","path":"cifar_10/resnet.py","file_url":"https://github.com/cocopambag/ResNet/blob/HEAD/cifar_10/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"520fb2fda8bde7ae"}},{"code_sha256_prefix":"007c566ee1161e3c","entry":"Resnet18","repo":"angelvillar96/FaceEmoji","repo_kind":"listed","path":"Lib/models.py","file_url":"https://github.com/angelvillar96/FaceEmoji/blob/HEAD/Lib/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"007c566ee1161e3c"}},{"code_sha256_prefix":"bc7af4bc2d9eb536","entry":"Resnet56Config","repo":"gatheluck/Stronghold","repo_kind":"listed","path":"stronghold/src/schema/arch.py","file_url":"https://github.com/gatheluck/Stronghold/blob/HEAD/stronghold/src/schema/arch.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bc7af4bc2d9eb536"}},{"code_sha256_prefix":"ddb5a916e76e42eb","entry":"ResnetBuilder","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ddb5a916e76e42eb"}},{"code_sha256_prefix":"685201c8e62dfcee","entry":"ResnetCifar","repo":"vinod377/STN-OCR","repo_kind":"listed","path":"src_code/models/resnet_cifar10.py","file_url":"https://github.com/vinod377/STN-OCR/blob/HEAD/src_code/models/resnet_cifar10.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"685201c8e62dfcee"}},{"code_sha256_prefix":"d1fbcee9462e185f","entry":"ResnetConfig","repo":"gatheluck/Stronghold","repo_kind":"listed","path":"stronghold/src/schema/arch.py","file_url":"https://github.com/gatheluck/Stronghold/blob/HEAD/stronghold/src/schema/arch.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d1fbcee9462e185f"}},{"code_sha256_prefix":"6e6f424c738d74d7","entry":"Unit","repo":"LuigiRussoDev/ResNets","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/LuigiRussoDev/ResNets/blob/HEAD/resnet50.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"6e6f424c738d74d7"}},{"code_sha256_prefix":"db83ea1e1529e6ad","entry":"_bn","repo":"MioChiu/ResNet_TensorFlow","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/MioChiu/ResNet_TensorFlow/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"db83ea1e1529e6ad"}},{"code_sha256_prefix":"5cc2aa7245d52333","entry":"_building_block_v1","repo":"aby2s/sharpmask","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/aby2s/sharpmask/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5cc2aa7245d52333"}},{"code_sha256_prefix":"4175b4a087ccc2e8","entry":"_conv","repo":"MioChiu/ResNet_TensorFlow","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/MioChiu/ResNet_TensorFlow/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"4175b4a087ccc2e8"}},{"code_sha256_prefix":"8640f58dce89efb2","entry":"_get_variable","repo":"ry/tensorflow-resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/ry/tensorflow-resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8640f58dce89efb2"}},{"code_sha256_prefix":"fcf978689314f074","entry":"_log_api_usage_once","repo":"pytorch/vision","repo_kind":"listed","path":"torchvision/models/resnet.py","file_url":"https://github.com/pytorch/vision/blob/HEAD/torchvision/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"fcf978689314f074"}},{"code_sha256_prefix":"889152a84ba99248","entry":"_residual_block","repo":"seansoleyman/cifar10-resnet","repo_kind":"listed","path":"net.py","file_url":"https://github.com/seansoleyman/cifar10-resnet/blob/HEAD/net.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"889152a84ba99248"}},{"code_sha256_prefix":"deddb892c543de2a","entry":"activation","repo":"facebookresearch/pycls","repo_kind":"listed","path":"pycls/models/resnet.py","file_url":"https://github.com/facebookresearch/pycls/blob/HEAD/pycls/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"deddb892c543de2a"}},{"code_sha256_prefix":"bae20424a7a9cd7e","entry":"add_residual_block","repo":"jiajunhua/facebookresearch-Detectron","repo_kind":"listed","path":"detectron/modeling/ResNet.py","file_url":"https://github.com/jiajunhua/facebookresearch-Detectron/blob/HEAD/detectron/modeling/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"bae20424a7a9cd7e"}},{"code_sha256_prefix":"177a4abf40724f6e","entry":"arg_to_varname","repo":"mszpc/resnet18","repo_kind":"listed","path":"xuxin202211041911235/src/configs/parser.py","file_url":"https://github.com/mszpc/resnet18/blob/HEAD/xuxin202211041911235/src/configs/parser.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"177a4abf40724f6e"}},{"code_sha256_prefix":"ffc9d7cced6f71fb","entry":"argv_to_vars","repo":"mszpc/resnet18","repo_kind":"listed","path":"xuxin202211041911235/src/configs/parser.py","file_url":"https://github.com/mszpc/resnet18/blob/HEAD/xuxin202211041911235/src/configs/parser.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ffc9d7cced6f71fb"}},{"code_sha256_prefix":"59760426e83f80a7","entry":"attach_attention_module","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"59760426e83f80a7"}},{"code_sha256_prefix":"18ba148cb69e70fc","entry":"basic_block","repo":"Zachdr1/CNNs","repo_kind":"listed","path":"resnet-34/resnet34.py","file_url":"https://github.com/Zachdr1/CNNs/blob/HEAD/resnet-34/resnet34.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"18ba148cb69e70fc"}},{"code_sha256_prefix":"f4fba27e3fd641f2","entry":"batch_norm","repo":"aby2s/sharpmask","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/aby2s/sharpmask/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"f4fba27e3fd641f2"}},{"code_sha256_prefix":"de357558f43b64b9","entry":"batch_norm","repo":"rickyHong/tfRecord-Caltech256-repl2","repo_kind":"listed","path":"model.py","file_url":"https://github.com/rickyHong/tfRecord-Caltech256-repl2/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"de357558f43b64b9"}},{"code_sha256_prefix":"9a841e39a73659c0","entry":"batch_norm_relu","repo":"MichaelWangfc/distributed-tensorflow-resnet","repo_kind":"listed","path":"models/resnet_model_official.py","file_url":"https://github.com/MichaelWangfc/distributed-tensorflow-resnet/blob/HEAD/models/resnet_model_official.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9a841e39a73659c0"}},{"code_sha256_prefix":"3bf3cf5c71e35dc7","entry":"batch_norm_relu","repo":"serre-lab/gala_tpu","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/serre-lab/gala_tpu/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3bf3cf5c71e35dc7"}},{"code_sha256_prefix":"a8c9cf7f87940088","entry":"block","repo":"ry/tensorflow-resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/ry/tensorflow-resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a8c9cf7f87940088"}},{"code_sha256_prefix":"a119c928e7d50ee1","entry":"bn","repo":"ry/tensorflow-resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/ry/tensorflow-resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a119c928e7d50ee1"}},{"code_sha256_prefix":"bdecb7b472c96d74","entry":"bn_relu_conv","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bdecb7b472c96d74"}},{"code_sha256_prefix":"b7f3fd48a87d1489","entry":"building_block","repo":"MichaelWangfc/distributed-tensorflow-resnet","repo_kind":"listed","path":"models/resnet_model_official.py","file_url":"https://github.com/MichaelWangfc/distributed-tensorflow-resnet/blob/HEAD/models/resnet_model_official.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b7f3fd48a87d1489"}},{"code_sha256_prefix":"f2e7c80d94b94591","entry":"building_block","repo":"km1414/CNN-models","repo_kind":"listed","path":"resnet-32/resnet-32.py","file_url":"https://github.com/km1414/CNN-models/blob/HEAD/resnet-32/resnet-32.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f2e7c80d94b94591"}},{"code_sha256_prefix":"5af3c724a0f8260c","entry":"calcul_acc","repo":"alililia/ascend_SE-Net","repo_kind":"listed","path":"ascend_hardnet/postprocess.py","file_url":"https://github.com/alililia/ascend_SE-Net/blob/HEAD/ascend_hardnet/postprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5af3c724a0f8260c"}},{"code_sha256_prefix":"d5c96845cfdedd0d","entry":"calculate_loss","repo":"alililia/ascend_SE-Net","repo_kind":"listed","path":"ascend_ProtoNet/loss_for_infer.py","file_url":"https://github.com/alililia/ascend_SE-Net/blob/HEAD/ascend_ProtoNet/loss_for_infer.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d5c96845cfdedd0d"}},{"code_sha256_prefix":"3e650e55206d2068","entry":"cbam_block","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3e650e55206d2068"}},{"code_sha256_prefix":"0813838433b5a80b","entry":"centralize","repo":"kamanphoebe/motiondetection","repo_kind":"listed","path":"custom_fastflow.py","file_url":"https://github.com/kamanphoebe/motiondetection/blob/HEAD/custom_fastflow.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0813838433b5a80b"}},{"code_sha256_prefix":"320cd9d21338a095","entry":"check_mask","repo":"rahulchaurasiya1/cautious-waddle","repo_kind":"listed","path":"detect.py","file_url":"https://github.com/rahulchaurasiya1/cautious-waddle/blob/HEAD/detect.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"320cd9d21338a095"}},{"code_sha256_prefix":"3d95bd10a6ee954b","entry":"compose","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3d95bd10a6ee954b"}},{"code_sha256_prefix":"ee5d661346383760","entry":"concatenated_block","repo":"mdda/deep-learning-models","repo_kind":"listed","path":"inception_v1.py","file_url":"https://github.com/mdda/deep-learning-models/blob/HEAD/inception_v1.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ee5d661346383760"}},{"code_sha256_prefix":"374587d95fa24229","entry":"constant_init","repo":"JaidedAI/EasyOCR","repo_kind":"listed","path":"easyocr/DBNet/backbones/resnet.py","file_url":"https://github.com/JaidedAI/EasyOCR/blob/HEAD/easyocr/DBNet/backbones/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"374587d95fa24229"}},{"code_sha256_prefix":"23cc8f2a42ab3871","entry":"conv","repo":"ry/tensorflow-resnet","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/ry/tensorflow-resnet/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"23cc8f2a42ab3871"}},{"code_sha256_prefix":"c98cb9533fd043c1","entry":"conv","repo":"rickyHong/tfRecord-Caltech256-repl2","repo_kind":"listed","path":"model.py","file_url":"https://github.com/rickyHong/tfRecord-Caltech256-repl2/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c98cb9533fd043c1"}},{"code_sha256_prefix":"c125a80b2014c456","entry":"conv2d_bn","repo":"ThanasisMattas/smartflow","repo_kind":"listed","path":"smartflow/archs/resnet.py","file_url":"https://github.com/ThanasisMattas/smartflow/blob/HEAD/smartflow/archs/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"c125a80b2014c456"}},{"code_sha256_prefix":"a6733fb543c93af7","entry":"conv2d_bn","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"inception_resnet_v2.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a6733fb543c93af7"}},{"code_sha256_prefix":"f9e794caff5e0303","entry":"conv2d_bn","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"inception_v3.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/inception_v3.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f9e794caff5e0303"}},{"code_sha256_prefix":"18df57b0763409c2","entry":"conv2d_bn","repo":"mdda/deep-learning-models","repo_kind":"listed","path":"inception_v1.py","file_url":"https://github.com/mdda/deep-learning-models/blob/HEAD/inception_v1.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"18df57b0763409c2"}},{"code_sha256_prefix":"c756a6986ed2d1b8","entry":"conv2d_fixed_padding","repo":"aby2s/sharpmask","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/aby2s/sharpmask/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c756a6986ed2d1b8"}},{"code_sha256_prefix":"e81b36632b5e5b93","entry":"conv2d_fixed_padding","repo":"MichaelWangfc/distributed-tensorflow-resnet","repo_kind":"listed","path":"models/resnet_model_official.py","file_url":"https://github.com/MichaelWangfc/distributed-tensorflow-resnet/blob/HEAD/models/resnet_model_official.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e81b36632b5e5b93"}},{"code_sha256_prefix":"84915b6aa29ee231","entry":"conv2d_fixed_padding","repo":"serre-lab/gala_tpu","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/serre-lab/gala_tpu/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"84915b6aa29ee231"}},{"code_sha256_prefix":"5e7a557c615eb17e","entry":"conv_block","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/resnet50.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5e7a557c615eb17e"}},{"code_sha256_prefix":"62a88adfcc31b10c","entry":"conv_layer","repo":"seishinkikuchi/test","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/seishinkikuchi/test/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"62a88adfcc31b10c"}},{"code_sha256_prefix":"ddd1e905f9cbd89c","entry":"convert_to_xy","repo":"fabxy/accessibilityCV","repo_kind":"listed","path":"00_api_usage.py","file_url":"https://github.com/fabxy/accessibilityCV/blob/HEAD/00_api_usage.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ddd1e905f9cbd89c"}},{"code_sha256_prefix":"a8524fbe982816a2","entry":"create_encoder_model","repo":"kyle-dorman/bayesian-neural-network-blogpost","repo_kind":"listed","path":"bnn/model.py","file_url":"https://github.com/kyle-dorman/bayesian-neural-network-blogpost/blob/HEAD/bnn/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a8524fbe982816a2"}},{"code_sha256_prefix":"96e36ec363cca1ab","entry":"decode_predictions","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"audio_conv_utils.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/audio_conv_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"96e36ec363cca1ab"}},{"code_sha256_prefix":"dfc161b8a231d41f","entry":"dice_coefficient","repo":"ajaystar8/PDRUNet-PyTorch","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/ajaystar8/PDRUNet-PyTorch/blob/HEAD/metrics.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dfc161b8a231d41f"}},{"code_sha256_prefix":"140060f24233f5d1","entry":"find_bracket","repo":"fabxy/accessibilityCV","repo_kind":"listed","path":"01_image_detection.py","file_url":"https://github.com/fabxy/accessibilityCV/blob/HEAD/01_image_detection.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"140060f24233f5d1"}},{"code_sha256_prefix":"a894d547022b091a","entry":"get_DenseNet","repo":"datoboat/Vehicle-Detection","repo_kind":"listed","path":"detection_pipeline.py","file_url":"https://github.com/datoboat/Vehicle-Detection/blob/HEAD/detection_pipeline.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a894d547022b091a"}},{"code_sha256_prefix":"87c1ef51a969e2dc","entry":"get_model","repo":"VamsiKrishna1211/gender_age-detection","repo_kind":"listed","path":"baseline_age.py","file_url":"https://github.com/VamsiKrishna1211/gender_age-detection/blob/HEAD/baseline_age.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"87c1ef51a969e2dc"}},{"code_sha256_prefix":"09c9db80df591bd2","entry":"identity_block","repo":"c1ph3rr/Deep-Residual-Learning-for-Image-Recognition","repo_kind":"listed","path":"Resnet50.py","file_url":"https://github.com/c1ph3rr/Deep-Residual-Learning-for-Image-Recognition/blob/HEAD/Resnet50.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"09c9db80df591bd2"}},{"code_sha256_prefix":"b21936bd31f8ee98","entry":"identity_block","repo":"ewinata/CIFAR-10","repo_kind":"listed","path":"resnet13/cifar_10_resnet13.py","file_url":"https://github.com/ewinata/CIFAR-10/blob/HEAD/resnet13/cifar_10_resnet13.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b21936bd31f8ee98"}},{"code_sha256_prefix":"4679231cd26e9089","entry":"identity_block","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"resnet50.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/resnet50.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4679231cd26e9089"}},{"code_sha256_prefix":"1de8628c4e26d054","entry":"image_net","repo":"interestingzhuo/foodretreival","repo_kind":"listed","path":"imageretrievalnet.py","file_url":"https://github.com/interestingzhuo/foodretreival/blob/HEAD/imageretrievalnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1de8628c4e26d054"}},{"code_sha256_prefix":"fb1c8b0ba1d4fe2f","entry":"inception_resnet_block","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"inception_resnet_v2.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fb1c8b0ba1d4fe2f"}},{"code_sha256_prefix":"dcca6a15a6ecec5b","entry":"inference_fn","repo":"dead-mazai/avia-missing-airplanes","repo_kind":"listed","path":"src/modeling.py","file_url":"https://github.com/dead-mazai/avia-missing-airplanes/blob/HEAD/src/modeling.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dcca6a15a6ecec5b"}},{"code_sha256_prefix":"42e0da228797a264","entry":"init_weights","repo":"tanjeffreyz/deep-residual-learning","repo_kind":"listed","path":"models.py","file_url":"https://github.com/tanjeffreyz/deep-residual-learning/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"42e0da228797a264"}},{"code_sha256_prefix":"a2692cc126c9c5ba","entry":"mb_conv_block","repo":"maxwelltsai/DeepGalaxy","repo_kind":"listed","path":"efficientnet/model.py","file_url":"https://github.com/maxwelltsai/DeepGalaxy/blob/HEAD/efficientnet/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a2692cc126c9c5ba"}},{"code_sha256_prefix":"cd34b1d66776209e","entry":"modified_residual_block","repo":"xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters","repo_kind":"listed","path":"modified_resnet.py","file_url":"https://github.com/xinkuansong/modified-resnet-acc-0.9638-10.7M-parameters/blob/HEAD/modified_resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"cd34b1d66776209e"}},{"code_sha256_prefix":"a421f5b683baa7a8","entry":"modified_resnet50","repo":"wondonghyeon/protest-detection-violence-estimation","repo_kind":"listed","path":"util.py","file_url":"https://github.com/wondonghyeon/protest-detection-violence-estimation/blob/HEAD/util.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a421f5b683baa7a8"}},{"code_sha256_prefix":"31a3eec30eadf89e","entry":"nonZero","repo":"alililia/ascend_SE-Net","repo_kind":"listed","path":"ascend_ProtoNet/loss_for_infer.py","file_url":"https://github.com/alililia/ascend_SE-Net/blob/HEAD/ascend_ProtoNet/loss_for_infer.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"31a3eec30eadf89e"}},{"code_sha256_prefix":"0d49bc7a2f074b61","entry":"norm2d","repo":"facebookresearch/pycls","repo_kind":"listed","path":"pycls/models/resnet.py","file_url":"https://github.com/facebookresearch/pycls/blob/HEAD/pycls/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0d49bc7a2f074b61"}},{"code_sha256_prefix":"738456e1b7388e7e","entry":"parse_cli_to_yaml","repo":"alililia/ascend_FaceAttribute","repo_kind":"listed","path":"model_utils/config.py","file_url":"https://github.com/alililia/ascend_FaceAttribute/blob/HEAD/model_utils/config.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"738456e1b7388e7e"}},{"code_sha256_prefix":"96a9939953d5992d","entry":"parse_yaml","repo":"alililia/ascend_FaceAttribute","repo_kind":"listed","path":"model_utils/config.py","file_url":"https://github.com/alililia/ascend_FaceAttribute/blob/HEAD/model_utils/config.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"96a9939953d5992d"}},{"code_sha256_prefix":"64eb4bea3d3127c4","entry":"preprocess_input","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"imagenet_utils.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/imagenet_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"64eb4bea3d3127c4"}},{"code_sha256_prefix":"17e355a0c16b9297","entry":"preprocess_input","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"inception_resnet_v2.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"17e355a0c16b9297"}},{"code_sha256_prefix":"bee766c6e15044c2","entry":"preprocess_input","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"mobilenet.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/mobilenet.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bee766c6e15044c2"}},{"code_sha256_prefix":"73ad129b7b35ec98","entry":"preprocess_input","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"audio_conv_utils.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/audio_conv_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"73ad129b7b35ec98"}},{"code_sha256_prefix":"22b5e6b51db8265c","entry":"preprocess_input","repo":"GKalliatakis/Keras-VGG16-places365","repo_kind":"listed","path":"places_utils.py","file_url":"https://github.com/GKalliatakis/Keras-VGG16-places365/blob/HEAD/places_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"22b5e6b51db8265c"}},{"code_sha256_prefix":"ce64e8a660ce9018","entry":"read_and_resize","repo":"CVxTz/face_age_gender","repo_kind":"listed","path":"baseline_age.py","file_url":"https://github.com/CVxTz/face_age_gender/blob/HEAD/baseline_age.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ce64e8a660ce9018"}},{"code_sha256_prefix":"f124399d87a3224b","entry":"relu6","repo":"fchollet/deep-learning-models","repo_kind":"listed","path":"mobilenet.py","file_url":"https://github.com/fchollet/deep-learning-models/blob/HEAD/mobilenet.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f124399d87a3224b"}},{"code_sha256_prefix":"c703d3193b016d58","entry":"remove_masked","repo":"rahulchaurasiya1/cautious-waddle","repo_kind":"listed","path":"detect.py","file_url":"https://github.com/rahulchaurasiya1/cautious-waddle/blob/HEAD/detect.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c703d3193b016d58"}},{"code_sha256_prefix":"93d418b940b57290","entry":"remove_overlaps","repo":"rahulchaurasiya1/cautious-waddle","repo_kind":"listed","path":"detect.py","file_url":"https://github.com/rahulchaurasiya1/cautious-waddle/blob/HEAD/detect.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"93d418b940b57290"}},{"code_sha256_prefix":"cb09783d881c0955","entry":"res_block","repo":"lab-midas/med_segmentation","repo_kind":"listed","path":"models/blocks.py","file_url":"https://github.com/lab-midas/med_segmentation/blob/HEAD/models/blocks.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"cb09783d881c0955"}},{"code_sha256_prefix":"20c8b57db2655f7f","entry":"res_conv_layer","repo":"YudeWang/UNet-Satellite-Image-Segmentation","repo_kind":"listed","path":"factory.py","file_url":"https://github.com/YudeWang/UNet-Satellite-Image-Segmentation/blob/HEAD/factory.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"20c8b57db2655f7f"}},{"code_sha256_prefix":"246e3dcef832a27f","entry":"residual_block","repo":"Sakib1263/ResNet-ResNeXt-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/ResNet_2DCNN.py","file_url":"https://github.com/Sakib1263/ResNet-ResNeXt-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/ResNet_2DCNN.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"246e3dcef832a27f"}},{"code_sha256_prefix":"f0e749853022b941","entry":"residual_block","repo":"seishinkikuchi/test","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/seishinkikuchi/test/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f0e749853022b941"}},{"code_sha256_prefix":"1432ff5364aac7eb","entry":"residual_block","repo":"serre-lab/gala_tpu","repo_kind":"listed","path":"resnet_model.py","file_url":"https://github.com/serre-lab/gala_tpu/blob/HEAD/resnet_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1432ff5364aac7eb"}},{"code_sha256_prefix":"bf1a53e5965d1c2f","entry":"resnet18","repo":"mminamina/Transfer_Learning_ResNet18---Keypoints_Detection","repo_kind":"listed","path":"models.py","file_url":"https://github.com/mminamina/Transfer_Learning_ResNet18---Keypoints_Detection/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bf1a53e5965d1c2f"}},{"code_sha256_prefix":"69e9022e6d21dda5","entry":"resnet34","repo":"Zachdr1/CNNs","repo_kind":"listed","path":"resnet-34/resnet34.py","file_url":"https://github.com/Zachdr1/CNNs/blob/HEAD/resnet-34/resnet34.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"69e9022e6d21dda5"}},{"code_sha256_prefix":"b72a59fca64df2a3","entry":"resnet_block","repo":"parviagrawal/IdenProf","repo_kind":"listed","path":"idenprof.py","file_url":"https://github.com/parviagrawal/IdenProf/blob/HEAD/idenprof.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b72a59fca64df2a3"}},{"code_sha256_prefix":"7d0c1259e87a9a52","entry":"resnet_module","repo":"parviagrawal/IdenProf","repo_kind":"listed","path":"idenprof.py","file_url":"https://github.com/parviagrawal/IdenProf/blob/HEAD/idenprof.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7d0c1259e87a9a52"}},{"code_sha256_prefix":"200ca62ace931cfb","entry":"resnet_node","repo":"rickyHong/tfRecord-Caltech256-repl2","repo_kind":"listed","path":"model.py","file_url":"https://github.com/rickyHong/tfRecord-Caltech256-repl2/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"200ca62ace931cfb"}},{"code_sha256_prefix":"77f8a9e6bb504b43","entry":"resnet_v1_50","repo":"tensorflow/models","repo_kind":"listed","path":"research/object_detection/models/keras_models/resnet_v1.py","file_url":"https://github.com/tensorflow/models/blob/HEAD/research/object_detection/models/keras_models/resnet_v1.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"77f8a9e6bb504b43"}},{"code_sha256_prefix":"c7ed1af60adc81d4","entry":"resnet_v2","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c7ed1af60adc81d4"}},{"code_sha256_prefix":"53972f0bb4019a57","entry":"se_block","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"53972f0bb4019a57"}},{"code_sha256_prefix":"e773dac6b02eb019","entry":"shortcut","repo":"oxygen0605/ImageClassification","repo_kind":"listed","path":"ResNet.py","file_url":"https://github.com/oxygen0605/ImageClassification/blob/HEAD/ResNet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e773dac6b02eb019"}},{"code_sha256_prefix":"37ff89f1d0630403","entry":"sort_labels","repo":"kamanphoebe/motiondetection","repo_kind":"listed","path":"custom_model_visual.py","file_url":"https://github.com/kamanphoebe/motiondetection/blob/HEAD/custom_model_visual.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"37ff89f1d0630403"}},{"code_sha256_prefix":"a1d20d015ceb6044","entry":"spatial_attention","repo":"kishanAk21/Skin-Cancer-Image-Classification","repo_kind":"listed","path":"resnet_v2.py","file_url":"https://github.com/kishanAk21/Skin-Cancer-Image-Classification/blob/HEAD/resnet_v2.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a1d20d015ceb6044"}},{"code_sha256_prefix":"207a71e0949c8a8a","entry":"supp_idxs","repo":"alililia/ascend_SE-Net","repo_kind":"listed","path":"ascend_ProtoNet/loss_for_infer.py","file_url":"https://github.com/alililia/ascend_SE-Net/blob/HEAD/ascend_ProtoNet/loss_for_infer.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"207a71e0949c8a8a"}},{"code_sha256_prefix":"9b4b69ce7a7eaaa1","entry":"train_model","repo":"dead-mazai/avia-missing-airplanes","repo_kind":"listed","path":"src/modeling.py","file_url":"https://github.com/dead-mazai/avia-missing-airplanes/blob/HEAD/src/modeling.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9b4b69ce7a7eaaa1"}},{"code_sha256_prefix":"9bd37700bbb48c38","entry":"train_step","repo":"ajaystar8/PDRUNet-PyTorch","repo_kind":"listed","path":"engine.py","file_url":"https://github.com/ajaystar8/PDRUNet-PyTorch/blob/HEAD/engine.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9bd37700bbb48c38"}},{"code_sha256_prefix":"a99f170ebd682af5","entry":"trim_preceding_hyphens","repo":"mszpc/resnet18","repo_kind":"listed","path":"xuxin202211041911235/src/configs/parser.py","file_url":"https://github.com/mszpc/resnet18/blob/HEAD/xuxin202211041911235/src/configs/parser.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a99f170ebd682af5"}},{"code_sha256_prefix":"488609dc42080f94","entry":"val_step","repo":"ajaystar8/PDRUNet-PyTorch","repo_kind":"listed","path":"engine.py","file_url":"https://github.com/ajaystar8/PDRUNet-PyTorch/blob/HEAD/engine.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"488609dc42080f94"}},{"code_sha256_prefix":"6f0645ad376b9a94","entry":"variable","repo":"rickyHong/tfRecord-Caltech256-repl2","repo_kind":"listed","path":"model.py","file_url":"https://github.com/rickyHong/tfRecord-Caltech256-repl2/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6f0645ad376b9a94"}},{"code_sha256_prefix":"1ce86951f9ecc5ac","entry":"variable_init","repo":"mbsariyildiz/resnet-pytorch","repo_kind":"listed","path":"src/resnet.py","file_url":"https://github.com/mbsariyildiz/resnet-pytorch/blob/HEAD/src/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1ce86951f9ecc5ac"}},{"code_sha256_prefix":"8d26c7a555eb9a68","entry":"weight_variable","repo":"seishinkikuchi/test","repo_kind":"listed","path":"resnet.py","file_url":"https://github.com/seishinkikuchi/test/blob/HEAD/resnet.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8d26c7a555eb9a68"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}