{"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/densely-connected-convolutional-networks","title":"Densely Connected Convolutional Networks","arxiv_id":"1608.06993","date":"2016-08-25","proceeding":"CVPR 2017 7","authors":["Gao Huang","Zhuang Liu","Laurens van der Maaten","Kilian Q. Weinberger"],"abstract":"Recent work has shown that convolutional networks can be substantially\ndeeper, more accurate, and efficient to train if they contain shorter\nconnections between layers close to the input and those close to the output. In\nthis paper, we embrace this observation and introduce the Dense Convolutional\nNetwork (DenseNet), which connects each layer to every other layer in a\nfeed-forward fashion. Whereas traditional convolutional networks with L layers\nhave L connections - one between each layer and its subsequent layer - our\nnetwork has L(L+1)/2 direct connections. For each layer, the feature-maps of\nall preceding layers are used as inputs, and its own feature-maps are used as\ninputs into all subsequent layers. DenseNets have several compelling\nadvantages: they alleviate the vanishing-gradient problem, strengthen feature\npropagation, encourage feature reuse, and substantially reduce the number of\nparameters. We evaluate our proposed architecture on four highly competitive\nobject recognition benchmark tasks (CIFAR-10, CIFAR-100, SVHN, and ImageNet).\nDenseNets obtain significant improvements over the state-of-the-art on most of\nthem, whilst requiring less computation to achieve high performance. Code and\npre-trained models are available at https://github.com/liuzhuang13/DenseNet .","url_abs":"http://arxiv.org/abs/1608.06993v5","url_pdf":"http://arxiv.org/pdf/1608.06993v5.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":"densely-connected-convolutional-networks","repo_url":"https://github.com/liuzhuang13/DenseNet","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/0492wzl/tensorflow_slim_densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/AirBernard/DenseNet-by-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Anil1331/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ApexPredator1/DenseNet_tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ByakuyaUncia/DenseNetUncia","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/CeLaMbDa/DenseNet_keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Ciprian95/Licenta","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Contamination-Classification/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/DeepTrial/Retina-VesselNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/Elvictor01/Plant-Pathology-2020---FGVC7-Identify-the-category-of-foliar-diseases-in-apple-trees","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/GSNCodes/Breast_Cancer_Detection_CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/GeoTrouvetout/Vehicle_ReID","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/HLinShan/vision_networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Hashir44/muraxray","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/JTan2231/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/LJKS/noplants","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/Mnpr/OC-DeepLearning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Mnpr/Thoractic-Diseases-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Mnpr/Thoractic_Disease_Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/RRoundTable/OceanLitter_dataset_generator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/RaghavHub/rekuten_hack","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/RajdeepBiswas/Manufacturing-Quality-Inspection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/RajuGudhe/Cancer_Tissue_Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/RameshBattu/Convolutional-Neural-Network-on-CIFAR-10-DataSet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/ShiyuLiang/odin-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/SimJeg/FC-DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Stomper10/CheXpert","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/UESBTC/DenseNet-Tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/VinayBN8997/CIFAR-10-object-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Yeeun-Lee/parrot_proj1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Yeeun-Lee/parrot_vision_competition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/YerevaNN/DIIN-in-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/YixuanLi/densenet-tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/agassi4013/Log-DenseNet-Tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/aimbsg/EVA4_S15","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/albarji/neurowriter","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/arnavdodiedo/DenseNet-Fashion-MNIST","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/arnavdodiedo/DenseNet-MNIST","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/asad-62/IVP-DNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/atapour/ransomware-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ayushpatidar/PR1-DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/azima-fariha/DeepLearning_DenselyConnectedConvolutionalNetworks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/bamos/densenet.pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/bfortuner/pytorch_tiramisu","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/bhaskar-gaur/DenseNet-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/bozliu/E2E-Keyword-Spotting","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/cges60809/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/cmasch/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/earthLD/Algorithm","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ericjang/odin","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/fabiofumarola/ultrayolo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/fengjiqiang/pretrainedmodel_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/flyyufelix/DenseNet-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/fxfviolet/Densenet_for_quiz_classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/gaetandi/cheXpert","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/gargarchit/60DaysOfUdacity","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/idobronstein/vision_networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ihamdi/Covid-xRay-Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/ikhlestov/vision_networks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/jbernoz/deeppolyp","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/jiweibo/imagenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/jmesich/chestxray","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/johntd54/stanford_car","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/jonnor/datascience-master","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/lionelmessi6410/ntga","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"jax","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/liuzhuang13/DenseNetCaffe","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/lpirola13/flower-recognizer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/lpirola13/flower_recognizer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/midusi/cacic2019-handshapes","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"AGPL-3.0"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/minggli/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/miraclewkf/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mxnet","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/modelhub-ai/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/mrkolarik/3d-brain-segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/muditrastogi/chestai","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/nashawnch/Computer-Vision-FerrariDetective","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/nashawnch/ComputerVision-FerrariDetective","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/niranjana98/Image-Classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/noahfl/densenet-sdr","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/okason97/DenseNet-Tensorflow2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/okason97/handshape-recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/p-mc-grath/DMMFODS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pacharadanait/Densnet_project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pmcgrath249/DMMFODS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pmcgrath249/DeepCVLab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pmcgrath249/DeepCV_Lab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/priyankadeybhadra/CNN-on-CIFR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/pudae/tensorflow-densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pyaf/DenseNet-MURA-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/rafaelmata357/Flower-image-classifier","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/rajkumargithub/densenet.mura","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/sangHa0411/ImageNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/satishjasthi/Densenet_smplified","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/seasonyc/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/sparvangada/capstone_project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/swxhss/densenet_tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/taylor-914/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/titu1994/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/wangbinglin1995/tianchi","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/wikke/Tianchi-Medical-LungTumorDetect","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/xypan1232/iDeepE","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/yichigo/Chest-X-Ray","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/yusufsugiono/klasifikasi-gambar-bunga","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/zjZSTU/ResNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/0jason000/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/2023-MindSpore-1/ms-code-146","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/2023-MindSpore-1/ms-code-16/tree/main/3D_DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/2024-MindSpore-1/Code6/tree/main/3D_DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Asthestarsfalll/DenseNet-MegEngine","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/Cjl-MedSeg/DenseNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/code-implementation1/Code1/tree/main/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/kingcong/densenet","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":"densely-connected-convolutional-networks","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/cv/densenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/mindspore-ecosystem/mindcv/blob/main/mindcv/models/densenet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pytorch/vision","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/pytorch/vision/blob/main/torchvision/models/densenet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"densely-connected-convolutional-networks","repo_url":"https://github.com/yangyucheng000/densenet/blob/main/densenet.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok"}},{"paper_slug":"densely-connected-convolutional-networks","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":"densely-connected-convolutional-networks","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":"breast-tumour-classification","task_name":"Breast Tumour Classification"},{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"crowd-counting","task_name":"Crowd Counting"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":"medical-image-classification","task_name":"Medical Image Classification"},{"task_slug":"medical-image-segmentation","task_name":"Medical Image Segmentation"},{"task_slug":"multi-label-classification","task_name":"Multi-Label Classification"},{"task_slug":"object-recognition","task_name":"Object Recognition"},{"task_slug":"pedestrian-attribute-recognition","task_name":"Pedestrian Attribute Recognition"},{"task_slug":"person-re-identification","task_name":"Person Re-Identification"},{"task_slug":"speaker-specific-lip-to-speech-synthesis","task_name":"Speaker-Specific Lip to Speech Synthesis"}],"methods":[{"method_slug":"1x1-convolution","method_name":"1x1 Convolution"},{"method_slug":"average-pooling","method_name":"Average Pooling"},{"method_slug":"batch-normalization","method_name":"Batch Normalization"},{"method_slug":"concatenated-skip-connection","method_name":"Concatenated Skip Connection"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"dense-block","method_name":"Dense Block"},{"method_slug":"dense-connections","method_name":"Dense Connections"},{"method_slug":"dropout","method_name":"Dropout"},{"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":"nesterov-accelerated-gradient","method_name":"Nesterov Accelerated Gradient"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"softmax","method_name":"Softmax"},{"method_slug":"step-decay","method_name":"Step Decay"},{"method_slug":"weight-decay","method_name":"Weight Decay"}],"datasets_introduced":[],"methods_introduced":[{"slug":"dense-block","name":"Dense Block","full_name":"Dense Block"}],"results":[{"leaderboard":"/sota/breast-tumour-classification-on-pcam","task":"Breast Tumour Classification","dataset":"PCam","model":"DenseNet-121 (e)","rank_in_archive_order":12,"of":16,"metrics":{"AUC":"0.921"},"uses_additional_data":false},{"leaderboard":"/sota/classification-on-indl","task":"Classification","dataset":"InDL","model":"DenseNet201","rank_in_archive_order":3,"of":9,"metrics":{"Average Recall":"90.99%"},"uses_additional_data":false},{"leaderboard":"/sota/classification-on-ximagenet-12","task":"Classification","dataset":"XImageNet-12","model":"DenseNet121","rank_in_archive_order":1,"of":3,"metrics":{"Robustness Score":"0.9062"},"uses_additional_data":false},{"leaderboard":"/sota/crowd-counting-on-ucf-qnrf","task":"Crowd Counting","dataset":"UCF-QNRF","model":"Densenet201","rank_in_archive_order":17,"of":23,"metrics":{"MAE":"163"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-cifar-10","task":"Image Classification","dataset":"CIFAR-10","model":"DenseNet (DenseNet-BC-190)","rank_in_archive_order":106,"of":265,"metrics":{"Percentage correct":"96.54"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-cifar-100","task":"Image Classification","dataset":"CIFAR-100","model":"DenseNet-BC","rank_in_archive_order":96,"of":211,"metrics":{"Percentage correct":"82.82"},"uses_additional_data":true},{"leaderboard":"/sota/image-classification-on-cifar-100","task":"Image Classification","dataset":"CIFAR-100","model":"DenseNet","rank_in_archive_order":101,"of":211,"metrics":{"Percentage correct":"82.62"},"uses_additional_data":true},{"leaderboard":"/sota/image-classification-on-gashissdb","task":"Image Classification","dataset":"GasHisSDB","model":"DenseNet-169","rank_in_archive_order":8,"of":8,"metrics":{"Accuracy":"96.90","F1-Score":"98.38","Precision":"99.91"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"DenseNet-264","rank_in_archive_order":861,"of":1060,"metrics":{"Top 1 Accuracy":"77.85%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"DenseNet-201","rank_in_archive_order":875,"of":1060,"metrics":{"Top 1 Accuracy":"77.42%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"DenseNet-169","rank_in_archive_order":921,"of":1060,"metrics":{"Top 1 Accuracy":"76.2%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-imagenet","task":"Image Classification","dataset":"ImageNet","model":"DenseNet-121","rank_in_archive_order":962,"of":1060,"metrics":{"Top 1 Accuracy":"74.98%"},"uses_additional_data":false},{"leaderboard":"/sota/image-classification-on-svhn","task":"Image Classification","dataset":"SVHN","model":"DenseNet","rank_in_archive_order":15,"of":62,"metrics":{"Percentage error":"1.59"},"uses_additional_data":false},{"leaderboard":"/sota/medical-image-classification-on-nct-crc-he","task":"Medical Image Classification","dataset":"NCT-CRC-HE-100K","model":"DenseNet-169","rank_in_archive_order":5,"of":7,"metrics":{"Accuracy (%)":"94.41","F1-Score":"96.90","Precision":"99.87","Specificity":"99.30"},"uses_additional_data":false},{"leaderboard":"/sota/pedestrian-attribute-recognition-on-uav-human","task":"Pedestrian Attribute Recognition","dataset":"UAV-Human","model":"DenseNet","rank_in_archive_order":1,"of":2,"metrics":{"Backpack":"63.9","Gender":"75.0","Hat":"67.2","LCC":"54.6","LCS":"68.9","UCC":"49.8","UCS":"73.0"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1608.06993","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1608.06993"}},"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/yoshitomo-matsubara/torchdistill","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/liuzhuang13/DenseNet","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"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/wangbinglin1995/tianchi","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/RajdeepBiswas/Manufacturing-Quality-Inspection","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mindspore-ecosystem/mindcv/blob/main/mindcv/models/densenet.py","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Mnpr/Thoractic-Diseases-Detection","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/agassi4013/Log-DenseNet-Tensorflow","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/VinayBN8997/CIFAR-10-object-detection","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rafaelmata357/Flower-image-classifier","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/syiin/ann_cancer_detection","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/arnavdodiedo/DenseNet-MNIST","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/azima-fariha/DeepLearning_DenselyConnectedConvolutionalNetworks","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mlvccn/bmtc_transferattackvid","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yusufsugiono/klasifikasi-gambar-bunga","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yichigo/Chest-X-Ray","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/taylor-914/DenseNet","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/modelhub-ai/densenet","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Ciprian95/Licenta","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jmesich/chestxray","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lpirola13/flower_recognizer","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/priyankadeybhadra/CNN-on-CIFR","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/wikke/Tianchi-Medical-LungTumorDetect","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/atapour/ransomware-classification","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran_draft_wrong":15,"ran_fixture":1,"ran":1,"ran_honours":1,"unverified":53},"by_repo_kind":{"listed":{"samples":71,"ran":18,"repositories":23}},"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":7,"samples":[{"code_sha256_prefix":"fa041da57fc2fe89","entry":"Conv_1D_Block","repo":"Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/DenseNet_1DCNN.py","file_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/DenseNet_1DCNN.py","link_basis":"harvester_set","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":"fa041da57fc2fe89"}},{"code_sha256_prefix":"ced15e9bed875da8","entry":"color_norm","repo":"seasonyc/densenet","repo_kind":"listed","path":"cifar10-test.py","file_url":"https://github.com/seasonyc/densenet/blob/HEAD/cifar10-test.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ced15e9bed875da8"}},{"code_sha256_prefix":"2cf8e05772f97227","entry":"densenet121","repo":"jiweibo/imagenet","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/jiweibo/imagenet/blob/HEAD/models/densenet.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":"2cf8e05772f97227"}},{"code_sha256_prefix":"bb3352f2e86fcbb2","entry":"densenet121","repo":"fengjiqiang/pretrainedmodel_pytorch","repo_kind":"listed","path":"densenet.py","file_url":"https://github.com/fengjiqiang/pretrainedmodel_pytorch/blob/HEAD/densenet.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":"bb3352f2e86fcbb2"}},{"code_sha256_prefix":"5ed3a0cb0ce1988f","entry":"densenet169","repo":"jiweibo/imagenet","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/jiweibo/imagenet/blob/HEAD/models/densenet.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":"5ed3a0cb0ce1988f"}},{"code_sha256_prefix":"a5e43271fe68a229","entry":"densenet169","repo":"fengjiqiang/pretrainedmodel_pytorch","repo_kind":"listed","path":"densenet.py","file_url":"https://github.com/fengjiqiang/pretrainedmodel_pytorch/blob/HEAD/densenet.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":"a5e43271fe68a229"}},{"code_sha256_prefix":"ed4f95207d5e697e","entry":"densenet201","repo":"jiweibo/imagenet","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/jiweibo/imagenet/blob/HEAD/models/densenet.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":"ed4f95207d5e697e"}},{"code_sha256_prefix":"cc30af9ad8ab8701","entry":"densenet201","repo":"fengjiqiang/pretrainedmodel_pytorch","repo_kind":"listed","path":"densenet.py","file_url":"https://github.com/fengjiqiang/pretrainedmodel_pytorch/blob/HEAD/densenet.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":"cc30af9ad8ab8701"}},{"code_sha256_prefix":"40d3c39a403ae1f7","entry":"float_parameter","repo":"0jason000/DenseNet","repo_kind":"listed","path":"src/transforms.py","file_url":"https://github.com/0jason000/DenseNet/blob/HEAD/src/transforms.py","link_basis":"harvester_set","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":"40d3c39a403ae1f7"}},{"code_sha256_prefix":"a1f85ee41ec15a37","entry":"get_aug_str","repo":"seasonyc/densenet","repo_kind":"listed","path":"cifar10-test.py","file_url":"https://github.com/seasonyc/densenet/blob/HEAD/cifar10-test.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":"a1f85ee41ec15a37"}},{"code_sha256_prefix":"9c721ee6d67b41e8","entry":"get_train_params_by_name","repo":"ApexPredator1/DenseNet_tensorflow","repo_kind":"listed","path":"run_dense_net.py","file_url":"https://github.com/ApexPredator1/DenseNet_tensorflow/blob/HEAD/run_dense_net.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9c721ee6d67b41e8"}},{"code_sha256_prefix":"19a94862e2f61a05","entry":"get_train_params_by_name","repo":"noahfl/densenet-sdr","repo_kind":"listed","path":"run_dense_net.py","file_url":"https://github.com/noahfl/densenet-sdr/blob/HEAD/run_dense_net.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"19a94862e2f61a05"}},{"code_sha256_prefix":"81af5b85426f6c99","entry":"get_train_params_by_name","repo":"cges60809/DenseNet","repo_kind":"listed","path":"run_dense_net.py","file_url":"https://github.com/cges60809/DenseNet/blob/HEAD/run_dense_net.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"81af5b85426f6c99"}},{"code_sha256_prefix":"c06de04ffb006a10","entry":"make_basic_block_layer","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/residual_block.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/residual_block.py","link_basis":"harvester_set","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":"c06de04ffb006a10"}},{"code_sha256_prefix":"1214ac6284444e74","entry":"parse_args","repo":"ByakuyaUncia/DenseNetUncia","repo_kind":"listed","path":"train_eval_image_classifier.py","file_url":"https://github.com/ByakuyaUncia/DenseNetUncia/blob/HEAD/train_eval_image_classifier.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1214ac6284444e74"}},{"code_sha256_prefix":"5145248018144008","entry":"preprocess_config","repo":"okason97/DenseNet-Tensorflow2","repo_kind":"listed","path":"src/scripts/train/run_train.py","file_url":"https://github.com/okason97/DenseNet-Tensorflow2/blob/HEAD/src/scripts/train/run_train.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":"5145248018144008"}},{"code_sha256_prefix":"34795ee835344936","entry":"preprocess_config","repo":"okason97/DenseNet-Tensorflow2","repo_kind":"listed","path":"src/scripts/eval/run_eval.py","file_url":"https://github.com/okason97/DenseNet-Tensorflow2/blob/HEAD/src/scripts/eval/run_eval.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":"34795ee835344936"}},{"code_sha256_prefix":"d1a1f72a1675802c","entry":"schedule_fn","repo":"satishjasthi/Densenet_smplified","repo_kind":"listed","path":"cifar10_densenet_classification.py","file_url":"https://github.com/satishjasthi/Densenet_smplified/blob/HEAD/cifar10_densenet_classification.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d1a1f72a1675802c"}},{"code_sha256_prefix":"58b75b74e06f3539","entry":"CNN","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/cnn.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/cnn.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":"58b75b74e06f3539"}},{"code_sha256_prefix":"b660188e72021517","entry":"Conv_2D_Block","repo":"Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/DenseNet_2DCNN.py","file_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/DenseNet_2DCNN.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":"b660188e72021517"}},{"code_sha256_prefix":"6e049069292303d8","entry":"DNN","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/dnn.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/dnn.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":"6e049069292303d8"}},{"code_sha256_prefix":"c4f13d6b734dbd11","entry":"DNN_ReLU","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/dnn_relu.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/dnn_relu.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":"c4f13d6b734dbd11"}},{"code_sha256_prefix":"a31003fad13ae67c","entry":"FCDenseNet103","repo":"bfortuner/pytorch_tiramisu","repo_kind":"listed","path":"models/tiramisu.py","file_url":"https://github.com/bfortuner/pytorch_tiramisu/blob/HEAD/models/tiramisu.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":"a31003fad13ae67c"}},{"code_sha256_prefix":"f1271d09e9ba1ad7","entry":"FCDenseNet57","repo":"bfortuner/pytorch_tiramisu","repo_kind":"listed","path":"models/tiramisu.py","file_url":"https://github.com/bfortuner/pytorch_tiramisu/blob/HEAD/models/tiramisu.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":"f1271d09e9ba1ad7"}},{"code_sha256_prefix":"cfa9b6051f647903","entry":"FCDenseNet67","repo":"bfortuner/pytorch_tiramisu","repo_kind":"listed","path":"models/tiramisu.py","file_url":"https://github.com/bfortuner/pytorch_tiramisu/blob/HEAD/models/tiramisu.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":"cfa9b6051f647903"}},{"code_sha256_prefix":"166e542afd9fd8cb","entry":"adv_loss","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"generate_attack.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/generate_attack.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":"166e542afd9fd8cb"}},{"code_sha256_prefix":"bb510aa46f89d5e6","entry":"augment_all_images","repo":"RaghavHub/rekuten_hack","repo_kind":"listed","path":"data_providers/cifar.py","file_url":"https://github.com/RaghavHub/rekuten_hack/blob/HEAD/data_providers/cifar.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":"bb510aa46f89d5e6"}},{"code_sha256_prefix":"a33a7d8933a73deb","entry":"augment_image","repo":"RaghavHub/rekuten_hack","repo_kind":"listed","path":"data_providers/cifar.py","file_url":"https://github.com/RaghavHub/rekuten_hack/blob/HEAD/data_providers/cifar.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":"a33a7d8933a73deb"}},{"code_sha256_prefix":"2db2a94e821fe395","entry":"binary_f1","repo":"hycis/TensorGraph","repo_kind":"listed","path":"tensorgraph/cost.py","file_url":"https://github.com/hycis/TensorGraph/blob/HEAD/tensorgraph/cost.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":"2db2a94e821fe395"}},{"code_sha256_prefix":"9362d2135d7c4e5d","entry":"bytes_feature","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"datasets/dataset_utils.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/datasets/dataset_utils.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":"9362d2135d7c4e5d"}},{"code_sha256_prefix":"564a2e986e0cf042","entry":"calculate_f1_score","repo":"atapour/ransomware-classification","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/atapour/ransomware-classification/blob/HEAD/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":"564a2e986e0cf042"}},{"code_sha256_prefix":"5556a80909120efd","entry":"calculate_precision_recall","repo":"atapour/ransomware-classification","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/atapour/ransomware-classification/blob/HEAD/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":"5556a80909120efd"}},{"code_sha256_prefix":"408652244f294883","entry":"compute","repo":"GeoTrouvetout/Vehicle_ReID","repo_kind":"listed","path":"vehicle_reid/latent_representation.py","file_url":"https://github.com/GeoTrouvetout/Vehicle_ReID/blob/HEAD/vehicle_reid/latent_representation.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":"408652244f294883"}},{"code_sha256_prefix":"4fb9f8b3cf01ab1a","entry":"compute","repo":"GeoTrouvetout/Vehicle_ReID","repo_kind":"listed","path":"vehicle_reid/performance.py","file_url":"https://github.com/GeoTrouvetout/Vehicle_ReID/blob/HEAD/vehicle_reid/performance.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":"4fb9f8b3cf01ab1a"}},{"code_sha256_prefix":"03405811a26933c0","entry":"compute_aggregation","repo":"GeoTrouvetout/Vehicle_ReID","repo_kind":"listed","path":"vehicle_reid/ranking.py","file_url":"https://github.com/GeoTrouvetout/Vehicle_ReID/blob/HEAD/vehicle_reid/ranking.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":"03405811a26933c0"}},{"code_sha256_prefix":"0f3873bb6bde781e","entry":"compute_metric","repo":"GeoTrouvetout/Vehicle_ReID","repo_kind":"listed","path":"vehicle_reid/ranking.py","file_url":"https://github.com/GeoTrouvetout/Vehicle_ReID/blob/HEAD/vehicle_reid/ranking.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":"0f3873bb6bde781e"}},{"code_sha256_prefix":"6e041ab82714fe0e","entry":"compute_residual","repo":"GeoTrouvetout/Vehicle_ReID","repo_kind":"listed","path":"vehicle_reid/ranking.py","file_url":"https://github.com/GeoTrouvetout/Vehicle_ReID/blob/HEAD/vehicle_reid/ranking.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":"6e041ab82714fe0e"}},{"code_sha256_prefix":"a324e3ecd95d62e4","entry":"conv_block","repo":"Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/DenseNet_1DCNN.py","file_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/DenseNet_1DCNN.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":"a324e3ecd95d62e4"}},{"code_sha256_prefix":"97627c7cc3973ed6","entry":"conv_block","repo":"Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/DenseNet_2DCNN.py","file_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/DenseNet_2DCNN.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":"97627c7cc3973ed6"}},{"code_sha256_prefix":"4e3b1fedf80792c3","entry":"conv_block","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/densenet.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":"4e3b1fedf80792c3"}},{"code_sha256_prefix":"f22037ad697e2445","entry":"dense_block","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/densenet.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":"f22037ad697e2445"}},{"code_sha256_prefix":"5215dafd01cc9248","entry":"densenet121","repo":"DaikiTanak/manifold_mixup","repo_kind":"listed","path":"densenet_mixup.py","file_url":"https://github.com/DaikiTanak/manifold_mixup/blob/HEAD/densenet_mixup.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":"5215dafd01cc9248"}},{"code_sha256_prefix":"b97695b36002e117","entry":"densenet169","repo":"DaikiTanak/manifold_mixup","repo_kind":"listed","path":"densenet_mixup.py","file_url":"https://github.com/DaikiTanak/manifold_mixup/blob/HEAD/densenet_mixup.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":"b97695b36002e117"}},{"code_sha256_prefix":"0ca25406530d858d","entry":"densenet201","repo":"DaikiTanak/manifold_mixup","repo_kind":"listed","path":"densenet_mixup.py","file_url":"https://github.com/DaikiTanak/manifold_mixup/blob/HEAD/densenet_mixup.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":"0ca25406530d858d"}},{"code_sha256_prefix":"3489cf036722364c","entry":"entropy","repo":"hycis/TensorGraph","repo_kind":"listed","path":"tensorgraph/cost.py","file_url":"https://github.com/hycis/TensorGraph/blob/HEAD/tensorgraph/cost.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":"3489cf036722364c"}},{"code_sha256_prefix":"a2a43a28044c501d","entry":"get_data_provider_by_name","repo":"RaghavHub/rekuten_hack","repo_kind":"listed","path":"data_providers/utils.py","file_url":"https://github.com/RaghavHub/rekuten_hack/blob/HEAD/data_providers/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":"a2a43a28044c501d"}},{"code_sha256_prefix":"0fed6085de570c67","entry":"get_data_provider_by_name","repo":"idobronstein/vision_networks","repo_kind":"listed","path":"data_providers/utils.py","file_url":"https://github.com/idobronstein/vision_networks/blob/HEAD/data_providers/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":"0fed6085de570c67"}},{"code_sha256_prefix":"14f2096a9b9dc093","entry":"get_train_params_by_name","repo":"RaghavHub/rekuten_hack","repo_kind":"listed","path":"run_dense_net.py","file_url":"https://github.com/RaghavHub/rekuten_hack/blob/HEAD/run_dense_net.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":"14f2096a9b9dc093"}},{"code_sha256_prefix":"ef2b2fdbc99cb13a","entry":"image_to_tfexample","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"datasets/dataset_utils.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/datasets/dataset_utils.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":"ef2b2fdbc99cb13a"}},{"code_sha256_prefix":"698131638ff8d4ad","entry":"init_group_params","repo":"0jason000/DenseNet","repo_kind":"listed","path":"src/optim.py","file_url":"https://github.com/0jason000/DenseNet/blob/HEAD/src/optim.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":"698131638ff8d4ad"}},{"code_sha256_prefix":"24f10eaa5e2a2113","entry":"int64_feature","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"datasets/dataset_utils.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/datasets/dataset_utils.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":"24f10eaa5e2a2113"}},{"code_sha256_prefix":"e5a370ee6856bd8d","entry":"int_parameter","repo":"0jason000/DenseNet","repo_kind":"listed","path":"src/transforms.py","file_url":"https://github.com/0jason000/DenseNet/blob/HEAD/src/transforms.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":"e5a370ee6856bd8d"}},{"code_sha256_prefix":"b85a6569fd4f3890","entry":"is_model","repo":"0jason000/DenseNet","repo_kind":"listed","path":"src/model.py","file_url":"https://github.com/0jason000/DenseNet/blob/HEAD/src/model.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":"b85a6569fd4f3890"}},{"code_sha256_prefix":"9e2444c46006b6e9","entry":"load","repo":"okason97/handshape-recognition","repo_kind":"listed","path":"src/dense_net/datasets/loader.py","file_url":"https://github.com/okason97/handshape-recognition/blob/HEAD/src/dense_net/datasets/loader.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":"9e2444c46006b6e9"}},{"code_sha256_prefix":"d2bfcbf716628a56","entry":"load","repo":"okason97/handshape-recognition","repo_kind":"listed","path":"src/proto_net/datasets/loader.py","file_url":"https://github.com/okason97/handshape-recognition/blob/HEAD/src/proto_net/datasets/loader.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":"d2bfcbf716628a56"}},{"code_sha256_prefix":"5aff6523600f9f77","entry":"load_model","repo":"atapour/ransomware-classification","repo_kind":"listed","path":"model/network.py","file_url":"https://github.com/atapour/ransomware-classification/blob/HEAD/model/network.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":"5aff6523600f9f77"}},{"code_sha256_prefix":"f4298d3aa73e6097","entry":"make_bottleneck_layer","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/residual_block.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/residual_block.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":"f4298d3aa73e6097"}},{"code_sha256_prefix":"ac95eb88d9b993fd","entry":"model_entrypoint","repo":"0jason000/DenseNet","repo_kind":"listed","path":"src/model.py","file_url":"https://github.com/0jason000/DenseNet/blob/HEAD/src/model.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":"ac95eb88d9b993fd"}},{"code_sha256_prefix":"0594b4cfe3e12a8d","entry":"model_fn","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"generate_attack.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/generate_attack.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":"0594b4cfe3e12a8d"}},{"code_sha256_prefix":"bd9a2c9a7ed3dff5","entry":"mse","repo":"hycis/TensorGraph","repo_kind":"listed","path":"tensorgraph/cost.py","file_url":"https://github.com/hycis/TensorGraph/blob/HEAD/tensorgraph/cost.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":"bd9a2c9a7ed3dff5"}},{"code_sha256_prefix":"3c2deea16635a091","entry":"multiclass_roc_auc_score","repo":"atapour/ransomware-classification","repo_kind":"listed","path":"utils.py","file_url":"https://github.com/atapour/ransomware-classification/blob/HEAD/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":"3c2deea16635a091"}},{"code_sha256_prefix":"abf7602f79476ae0","entry":"np_load_func","repo":"hycis/TensorGraph","repo_kind":"listed","path":"tensorgraph/data_iterator.py","file_url":"https://github.com/hycis/TensorGraph/blob/HEAD/tensorgraph/data_iterator.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":"abf7602f79476ae0"}},{"code_sha256_prefix":"b118e995c81f2377","entry":"optimize_clones","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"deployment/model_deploy.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/deployment/model_deploy.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":"b118e995c81f2377"}},{"code_sha256_prefix":"0617da01fe728ab6","entry":"preprocess_for_eval","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"preprocessing/densenet_preprocessing.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/preprocessing/densenet_preprocessing.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":"0617da01fe728ab6"}},{"code_sha256_prefix":"0a4e931538b20280","entry":"preprocess_for_train","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"preprocessing/densenet_preprocessing.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/preprocessing/densenet_preprocessing.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":"0a4e931538b20280"}},{"code_sha256_prefix":"44d19f097eda2cc9","entry":"preprocess_image","repo":"pudae/tensorflow-densenet","repo_kind":"listed","path":"preprocessing/densenet_preprocessing.py","file_url":"https://github.com/pudae/tensorflow-densenet/blob/HEAD/preprocessing/densenet_preprocessing.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":"44d19f097eda2cc9"}},{"code_sha256_prefix":"2b2390bcd64e4f4f","entry":"preprocess_input","repo":"titu1994/DenseNet","repo_kind":"listed","path":"densenet.py","file_url":"https://github.com/titu1994/DenseNet/blob/HEAD/densenet.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":"2b2390bcd64e4f4f"}},{"code_sha256_prefix":"76cc7194ae64e0dc","entry":"rolling","repo":"bamos/densenet.pytorch","repo_kind":"listed","path":"plot.py","file_url":"https://github.com/bamos/densenet.pytorch/blob/HEAD/plot.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":"76cc7194ae64e0dc"}},{"code_sha256_prefix":"050e4107164ed015","entry":"stem","repo":"Sakib1263/DenseNet-1D-2D-Tensorflow-Keras","repo_kind":"listed","path":"Codes/DenseNet_1DCNN.py","file_url":"https://github.com/Sakib1263/DenseNet-1D-2D-Tensorflow-Keras/blob/HEAD/Codes/DenseNet_1DCNN.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":"050e4107164ed015"}},{"code_sha256_prefix":"4052dd4aed95d311","entry":"train_test_split_balanced","repo":"okason97/handshape-recognition","repo_kind":"listed","path":"src/utils/model_selection/selection.py","file_url":"https://github.com/okason97/handshape-recognition/blob/HEAD/src/utils/model_selection/selection.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":"4052dd4aed95d311"}},{"code_sha256_prefix":"75303155bc2bdb0c","entry":"transition_block","repo":"lionelmessi6410/ntga","repo_kind":"listed","path":"models/densenet.py","file_url":"https://github.com/lionelmessi6410/ntga/blob/HEAD/models/densenet.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":"75303155bc2bdb0c"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}