{"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/encoder-decoder-with-atrous-separable","title":"Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation","arxiv_id":"1802.02611","date":"2018-02-07","proceeding":"ECCV 2018 9","authors":["Liang-Chieh Chen","Yukun Zhu","George Papandreou","Florian Schroff","Hartwig Adam"],"abstract":"Spatial pyramid pooling module or encode-decoder structure are used in deep\nneural networks for semantic segmentation task. The former networks are able to\nencode multi-scale contextual information by probing the incoming features with\nfilters or pooling operations at multiple rates and multiple effective\nfields-of-view, while the latter networks can capture sharper object boundaries\nby gradually recovering the spatial information. In this work, we propose to\ncombine the advantages from both methods. Specifically, our proposed model,\nDeepLabv3+, extends DeepLabv3 by adding a simple yet effective decoder module\nto refine the segmentation results especially along object boundaries. We\nfurther explore the Xception model and apply the depthwise separable\nconvolution to both Atrous Spatial Pyramid Pooling and decoder modules,\nresulting in a faster and stronger encoder-decoder network. We demonstrate the\neffectiveness of the proposed model on PASCAL VOC 2012 and Cityscapes datasets,\nachieving the test set performance of 89.0\\% and 82.1\\% without any\npost-processing. Our paper is accompanied with a publicly available reference\nimplementation of the proposed models in Tensorflow at\n\\url{https://github.com/tensorflow/models/tree/master/research/deeplab}.","url_abs":"http://arxiv.org/abs/1802.02611v3","url_pdf":"http://arxiv.org/pdf/1802.02611v3.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":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/tensorflow/models","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/AtrayeeNag/Image-Segmentation-deeplabv3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/AutomatedAI/deeplab_inference","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/AutomatedAI/deeplab_segmentation_example","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/EdwinAlegria/object_semantic_deeplabv3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Gregor-Mendel-Institute/aradeepopsis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/GuangyanZhang/SCNN-Deeplabv3-bisenet-icnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"paddle","reach":{"status":"ok"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/JinyongJeong/DeeplabV3_Apolloscape_and_CityScape","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/MukhlasAdib/KITTI_Mapping","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Popcorn-sugar/Deep_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/PuchatekwSzortach/voc_encoder_decoder_with_atrous_separable_convolutions","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Robinatp/Deeplab_Tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/SkyWa7ch3r/ImageSegmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/SkyWa7ch3r/SceneSegmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Syarujianai/deeplab-commented","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/VainF/DeepLabV3Plus-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Vignesh-95/cnn-semantic-segmentation-satellite-images","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Vujas-Eteph/CiVOS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/abhishekdbihani/MudrockNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/ayoolaolafenwa/PixelLib","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/branislavhesko/segmentation_framework","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/chenmengyang/rename_later","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/chuhan89/wsss-tissue","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/czarmanu/sentinel_lakeice","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/developmentseed/looking-glass-pub","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/dootmaan/dsrl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/ensta-u2is/deeplabv3plus-muad-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/giannifranchi/deeplabv3-superpixelmix","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/giovanniguidi/deeplabV3_Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/heidongxianhau/deeplab2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/jfzhang95/pytorch-deeplab-xception","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/kaichoulyc/course_segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/kawausomando/green_vegetation_v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/kekeller/semantic_soy_deeplabv3plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/lattice-ai/DeepLabV3-Plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/leimao/DeepLab-V3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/leimao/DeepLab_v3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/mathildor/DeepLab-v3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/nolanliou/PeopleSegmentationDemo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/parachutel/deeplabv3plus_on_Mapillary_Vistas","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/petko-nikolov/pysemseg","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/phue/aradeepopsis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/pideyi1025/DeepLabV3Plus-RailSem19","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/rishizek/tensorflow-deeplab-v3-plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/saehan-choi/pixellib_auto_labelling","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/samson6460/tf2_Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/samson6460/tf2_pose_estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/sara-nl/SURF-deeplab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/sara-nl/SURF-segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/shanglianlm0525/CvPytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/sharifelguindi/DeepLab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/shenshutao/image_segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/soumik12345/DeepLabV3-Plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/tantara/JejuNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","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":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/ucuapps/WSMIS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/wang-wg/DeepStroke","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/wangyi111/international-archaeology-ai-challenge","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/y-ouali/pytorch_segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/zhuang42/csc420","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/2023-MindSpore-1/ms-code-224/tree/main/Alexnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Burf/tfdetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/FaceOnLive/Realtime-Background-Changer-SDK-Android","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/Media-Smart/vedaseg","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/MegEngine/Models/tree/master/official/vision/segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/MindCode-4/code-3/tree/main/encoder_decoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/MindSpore-paper-code-2/code400/tree/main/DeepLabV3P","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/MindSpore-paper-code-2/code400/tree/main/DeepLabv3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/PaddlePaddle/PaddleSeg","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/TanyaChutani/DeepLabV3Plus-Tf2.0","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/bonlime/keras-deeplab-v3-plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/mindspore-ai/models/blob/master/official/cv/deeplabv3plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/mindspore-ai/models/blob/master/research/cv/deeplabv3plus","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/open-mmlab/mmsegmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"encoder-decoder-with-atrous-separable","repo_url":"https://github.com/srihari-humbarwadi/DeepLabV3_Plus-Tensorflow2.0","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":{"status":"unanswered"}}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"image-classification","task_name":"Image Classification"},{"task_slug":"image-segmentation","task_name":"Image Segmentation"},{"task_slug":"lesion-segmentation","task_name":"Lesion Segmentation"},{"task_slug":"semantic-segmentation","task_name":"Semantic Segmentation"}],"methods":[{"method_slug":"1x1-convolution","method_name":"1x1 Convolution"},{"method_slug":"aspp","method_name":"ASPP"},{"method_slug":"average-pooling","method_name":"Average Pooling"},{"method_slug":"batch-normalization","method_name":"Batch Normalization"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"deeplabv3","method_name":"DeepLabv3"},{"method_slug":"dense-connections","method_name":"Dense Connections"},{"method_slug":"depthwise-convolution","method_name":"Depthwise Convolution"},{"method_slug":"depthwise-separable-convolution","method_name":"Depthwise Separable Convolution"},{"method_slug":"dilated-convolution","method_name":"Dilated Convolution"},{"method_slug":"global-average-pooling","method_name":"Global Average Pooling"},{"method_slug":"max-pooling","method_name":"Max Pooling"},{"method_slug":"pointwise-convolution","method_name":"Pointwise Convolution"},{"method_slug":"pyramid-pooling-module","method_name":"Pyramid Pooling Module"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"residual-connection","method_name":"Residual Connection"},{"method_slug":"softmax","method_name":"Softmax"},{"method_slug":"spatial-pyramid-pooling","method_name":"Spatial Pyramid Pooling"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/lesion-segmentation-on-anatomical-tracings-of-1","task":"Lesion Segmentation","dataset":"Anatomical Tracings of Lesions After Stroke (ATLAS)","model":"DeepLab v3+","rank_in_archive_order":3,"of":5,"metrics":{"Dice":"0.4609","IoU":"0.3458","Precision":"0.5831"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-ai-tod","task":"Semantic Segmentation","dataset":"AI-TOD","model":"DeepLabV3+(ResNet-50)","rank_in_archive_order":2,"of":2,"metrics":{"Dice":"43.52"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-bdd100k-val","task":"Semantic Segmentation","dataset":"BDD100K val","model":"Deeplabv3+","rank_in_archive_order":4,"of":24,"metrics":{"mIoU":"63.6"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-bjroad","task":"Semantic Segmentation","dataset":"BJRoad","model":"DeepLabv3+","rank_in_archive_order":11,"of":11,"metrics":{"IoU":"50.81"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-cityscapes-val","task":"Semantic Segmentation","dataset":"Cityscapes val","model":"DeepLabv3+ (Dilated-Xception-71)","rank_in_archive_order":57,"of":99,"metrics":{"mIoU":"79.6"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-dada-seg","task":"Semantic Segmentation","dataset":"DADA-seg","model":"DeepLabV3+ (ACDC)","rank_in_archive_order":12,"of":28,"metrics":{"mIoU":"26.8"},"uses_additional_data":true},{"leaderboard":"/sota/semantic-segmentation-on-densepass","task":"Semantic Segmentation","dataset":"DensePASS","model":"DeepLabV3+ (ResNet-101)","rank_in_archive_order":21,"of":36,"metrics":{"mIoU":"32.5%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-eventscape","task":"Semantic Segmentation","dataset":"EventScape","model":"DeepLabV3+","rank_in_archive_order":6,"of":12,"metrics":{"mIoU":"53.65"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-fine-grained-grass","task":"Semantic Segmentation","dataset":"Fine-Grained Grass Segmentation Dataset","model":"DeepLabv3+","rank_in_archive_order":7,"of":10,"metrics":{"mIoU":"47.95"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-mcubes","task":"Semantic Segmentation","dataset":"MCubeS","model":"DeepLabV3+ (RGB-A-D-N)","rank_in_archive_order":20,"of":22,"metrics":{"mIoU":"38.13%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-pascal-voc-2012","task":"Semantic Segmentation","dataset":"PASCAL VOC 2012 test","model":"DeepLabv3+ (Xception-65-JFT)","rank_in_archive_order":1,"of":51,"metrics":{"Mean IoU":"89.0%"},"uses_additional_data":true},{"leaderboard":"/sota/semantic-segmentation-on-pascal-voc-2012","task":"Semantic Segmentation","dataset":"PASCAL VOC 2012 test","model":"DeepLabv3+ (Xception-JFT)","rank_in_archive_order":2,"of":51,"metrics":{"Mean IoU":"89.0%"},"uses_additional_data":true},{"leaderboard":"/sota/semantic-segmentation-on-pascal-voc-2012-val","task":"Semantic Segmentation","dataset":"PASCAL VOC 2012 val","model":"DeepLabV3+ (ResNet-101)","rank_in_archive_order":29,"of":29,"metrics":{"mIoU (Syn)":"75.39"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-potsdam-1","task":"Semantic Segmentation","dataset":"Potsdam","model":"DeepLabV3+","rank_in_archive_order":3,"of":3,"metrics":{"mIoU":"83.67"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-skyscapes-dense-1","task":"Semantic Segmentation","dataset":"SkyScapes-Dense","model":"DeepLabv3+","rank_in_archive_order":2,"of":7,"metrics":{"Mean IoU":"38.20"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-synpass","task":"Semantic Segmentation","dataset":"SynPASS","model":"DeepLabv3+","rank_in_archive_order":5,"of":6,"metrics":{"mIoU":"29.66%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-trans10k","task":"Semantic Segmentation","dataset":"Trans10K","model":"DeepLabV3+","rank_in_archive_order":5,"of":15,"metrics":{"GFLOPs":"37.98","mIoU":"68.87%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-us3d-1","task":"Semantic Segmentation","dataset":"US3D","model":"DeepLabV3+","rank_in_archive_order":1,"of":3,"metrics":{"mIoU":"74.42"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-urbanlf","task":"Semantic Segmentation","dataset":"UrbanLF","model":"DeepLabV3+ (ResNet-101)","rank_in_archive_order":14,"of":14,"metrics":{"mIoU (Real)":"76.27"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-vaihingen","task":"Semantic Segmentation","dataset":"Vaihingen","model":"DeepLabV3+","rank_in_archive_order":13,"of":13,"metrics":{"mIoU":"72.90"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1802.02611","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1802.02611"}},"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":"deterministic:regex_extraction","url":"https://github.com/tensorflow/models","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/giovanniguidi/deeplabV3_Pytorch","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/nolanliou/PeopleSegmentationDemo","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SkyWa7ch3r/ImageSegmentation","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shenshutao/image_segmentation","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/petko-nikolov/pysemseg","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PaddlePaddle/PaddleSeg","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dootmaan/dsrl","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jfzhang95/pytorch-deeplab-xception","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/chuhan89/wsss-tissue","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/chenmengyang/rename_later","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/leimao/DeepLab_v3","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mlearing/pytorch-deeplab-v3-plus","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lattice-ai/DeepLabV3-Plus","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shanglianlm0525/CvPytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/sharifelguindi/DeepLab","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/phue/aradeepopsis","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Popcorn-sugar/Deep_v2","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Gregor-Mendel-Institute/aradeepopsis","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/TanyaChutani/DeepLabV3Plus-Tf2.0","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/JinyongJeong/DeeplabV3_Apolloscape_and_CityScape","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/giannifranchi/deeplabv3-superpixelmix","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kawausomando/green_vegetation_v2","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/abhishekdbihani/MudrockNet","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/branislavhesko/segmentation_framework","reach":null}],"summary":{"ran":28,"ran_fixture":5,"ran_draft_wrong":8,"ran_honours":2,"unverified":29},"by_repo_kind":{"listed":{"samples":72,"ran":43,"repositories":17}},"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":40,"samples":[{"code_sha256_prefix":"9a5496117125b307","entry":"ASPP","repo":"ensta-u2is/deeplabv3plus-muad-pytorch","repo_kind":"listed","path":"network/_deeplab.py","file_url":"https://github.com/ensta-u2is/deeplabv3plus-muad-pytorch/blob/HEAD/network/_deeplab.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":"9a5496117125b307"}},{"code_sha256_prefix":"0f94e0514fb25366","entry":"ASPP","repo":"SkyWa7ch3r/SceneSegmentation","repo_kind":"listed","path":"deeplabv3plus.py","file_url":"https://github.com/SkyWa7ch3r/SceneSegmentation/blob/HEAD/deeplabv3plus.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0f94e0514fb25366"}},{"code_sha256_prefix":"eaa0ac6ed86c450b","entry":"ASPPConv","repo":"ensta-u2is/deeplabv3plus-muad-pytorch","repo_kind":"listed","path":"network/_deeplab.py","file_url":"https://github.com/ensta-u2is/deeplabv3plus-muad-pytorch/blob/HEAD/network/_deeplab.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":"eaa0ac6ed86c450b"}},{"code_sha256_prefix":"0633b0a6570b756e","entry":"ASPPModule","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"0633b0a6570b756e"}},{"code_sha256_prefix":"cb6b44750325dc1e","entry":"ASPPPooling","repo":"ensta-u2is/deeplabv3plus-muad-pytorch","repo_kind":"listed","path":"network/_deeplab.py","file_url":"https://github.com/ensta-u2is/deeplabv3plus-muad-pytorch/blob/HEAD/network/_deeplab.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":"cb6b44750325dc1e"}},{"code_sha256_prefix":"a4f0a021c8fd4295","entry":"ASPP_module","repo":"mlearing/pytorch-deeplab-v3-plus","repo_kind":"listed","path":"networks/deeplab_resnet.py","file_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus/blob/HEAD/networks/deeplab_resnet.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":"a4f0a021c8fd4295"}},{"code_sha256_prefix":"03d31a466787b052","entry":"AtrousSeparableConvolutionBnReLU","repo":"JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models","repo_kind":"listed","path":"tensorflow_advanced_segmentation_models/models/DeepLabV3plus.py","file_url":"https://github.com/JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models/blob/HEAD/tensorflow_advanced_segmentation_models/models/DeepLabV3plus.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":"03d31a466787b052"}},{"code_sha256_prefix":"a2f1b4aadd626233","entry":"AtrousSpatialPyramidPooling","repo":"Burf/tfdetection","repo_kind":"listed","path":"tfdet/model/head/deeplab.py","file_url":"https://github.com/Burf/tfdetection/blob/HEAD/tfdet/model/head/deeplab.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":"a2f1b4aadd626233"}},{"code_sha256_prefix":"4a9a634b49dda7a4","entry":"AtrousSpatialPyramidPooling","repo":"lattice-ai/DeepLabV3-Plus","repo_kind":"listed","path":"deeplabv3plus/model/deeplabv3_plus.py","file_url":"https://github.com/lattice-ai/DeepLabV3-Plus/blob/HEAD/deeplabv3plus/model/deeplabv3_plus.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":"4a9a634b49dda7a4"}},{"code_sha256_prefix":"1e87570d52719052","entry":"BasicBlockV1b","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"1e87570d52719052"}},{"code_sha256_prefix":"682f6d56a1c45f69","entry":"Bottleneck","repo":"mlearing/pytorch-deeplab-v3-plus","repo_kind":"listed","path":"networks/deeplab_resnet.py","file_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus/blob/HEAD/networks/deeplab_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":"682f6d56a1c45f69"}},{"code_sha256_prefix":"df2ed20fe3290ced","entry":"Bottleneck","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"df2ed20fe3290ced"}},{"code_sha256_prefix":"43562ef9d87c54e7","entry":"BottleneckV1b","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"43562ef9d87c54e7"}},{"code_sha256_prefix":"692e7f2e56fbd23e","entry":"ConvBlock","repo":"lattice-ai/DeepLabV3-Plus","repo_kind":"listed","path":"deeplabv3plus/model/deeplabv3_plus.py","file_url":"https://github.com/lattice-ai/DeepLabV3-Plus/blob/HEAD/deeplabv3plus/model/deeplabv3_plus.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":"692e7f2e56fbd23e"}},{"code_sha256_prefix":"3326d9cd4c357d28","entry":"ConvolutionBnActivation","repo":"JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models","repo_kind":"listed","path":"tensorflow_advanced_segmentation_models/models/DeepLabV3plus.py","file_url":"https://github.com/JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models/blob/HEAD/tensorflow_advanced_segmentation_models/models/DeepLabV3plus.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":"3326d9cd4c357d28"}},{"code_sha256_prefix":"303dec08f3ebd517","entry":"Decoder","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"303dec08f3ebd517"}},{"code_sha256_prefix":"fc4e40cedd008787","entry":"DeepLabHeadV3Plus","repo":"ensta-u2is/deeplabv3plus-muad-pytorch","repo_kind":"listed","path":"network/_deeplab.py","file_url":"https://github.com/ensta-u2is/deeplabv3plus-muad-pytorch/blob/HEAD/network/_deeplab.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":"fc4e40cedd008787"}},{"code_sha256_prefix":"c10a37b7673d30e0","entry":"Deeplab","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"c10a37b7673d30e0"}},{"code_sha256_prefix":"d99dfd9a3f26d56b","entry":"ResBlock","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"d99dfd9a3f26d56b"}},{"code_sha256_prefix":"42610493d6f82abe","entry":"ResNet","repo":"mlearing/pytorch-deeplab-v3-plus","repo_kind":"listed","path":"networks/deeplab_resnet.py","file_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus/blob/HEAD/networks/deeplab_resnet.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":"42610493d6f82abe"}},{"code_sha256_prefix":"8e495c6bb6122711","entry":"ResNet","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"8e495c6bb6122711"}},{"code_sha256_prefix":"5b3058ed46740fef","entry":"ResNet101","repo":"mlearing/pytorch-deeplab-v3-plus","repo_kind":"listed","path":"networks/deeplab_resnet.py","file_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus/blob/HEAD/networks/deeplab_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":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5b3058ed46740fef"}},{"code_sha256_prefix":"b293f1d81655c5e6","entry":"SepConv_BN","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"b293f1d81655c5e6"}},{"code_sha256_prefix":"e6cccdb5cc9404d7","entry":"SepConv_BN","repo":"samson6460/tf2_Segmentation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_Segmentation/blob/HEAD/models/deep_lab_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":"e6cccdb5cc9404d7"}},{"code_sha256_prefix":"414adf534687df82","entry":"SeparableConv2d","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"414adf534687df82"}},{"code_sha256_prefix":"ebedb218ce19918d","entry":"_ASPP","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"ebedb218ce19918d"}},{"code_sha256_prefix":"3274a200ef8fa29a","entry":"_ASPPConv","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"3274a200ef8fa29a"}},{"code_sha256_prefix":"d5caae9d47ff2394","entry":"_AsppPooling","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"d5caae9d47ff2394"}},{"code_sha256_prefix":"a5651a6111de513f","entry":"_DeepLabHead","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"a5651a6111de513f"}},{"code_sha256_prefix":"9c74246baf89e0d2","entry":"_SkipProject","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"9c74246baf89e0d2"}},{"code_sha256_prefix":"3ebb19f692e505f6","entry":"_conv2d_same","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/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":"3ebb19f692e505f6"}},{"code_sha256_prefix":"1096e5ba9c24632c","entry":"_conv2d_same","repo":"samson6460/tf2_Segmentation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_Segmentation/blob/HEAD/models/deep_lab_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":"1096e5ba9c24632c"}},{"code_sha256_prefix":"1eac80b6e2cee7b2","entry":"_make_divisible","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/model.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1eac80b6e2cee7b2"}},{"code_sha256_prefix":"5776a2cbccc2bd40","entry":"_safe_state_dict_filtering","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"5776a2cbccc2bd40"}},{"code_sha256_prefix":"76185251accca7d2","entry":"_xception_block","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/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":"76185251accca7d2"}},{"code_sha256_prefix":"398cd429c73d683e","entry":"_xception_block","repo":"samson6460/tf2_Segmentation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_Segmentation/blob/HEAD/models/deep_lab_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":"398cd429c73d683e"}},{"code_sha256_prefix":"68330450cf875f58","entry":"build_aspp","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"68330450cf875f58"}},{"code_sha256_prefix":"3f8ff8379eaf97df","entry":"build_decoder","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"3f8ff8379eaf97df"}},{"code_sha256_prefix":"6d5672a93099e8b5","entry":"build_sr_decoder","repo":"dootmaan/dsrl","repo_kind":"listed","path":"modeling/deeplab.py","file_url":"https://github.com/dootmaan/dsrl/blob/HEAD/modeling/deeplab.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":"6d5672a93099e8b5"}},{"code_sha256_prefix":"b387bf7cf1bc8ced","entry":"conv","repo":"Burf/tfdetection","repo_kind":"listed","path":"tfdet/model/head/deeplab.py","file_url":"https://github.com/Burf/tfdetection/blob/HEAD/tfdet/model/head/deeplab.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":"b387bf7cf1bc8ced"}},{"code_sha256_prefix":"e7a210769e38826c","entry":"relu6","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e7a210769e38826c"}},{"code_sha256_prefix":"90c8dc399d2c6b51","entry":"resnet","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"90c8dc399d2c6b51"}},{"code_sha256_prefix":"4976637b084e5281","entry":"select_activation_function","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"4976637b084e5281"}},{"code_sha256_prefix":"26047a3c90df0a36","entry":"ASPP","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"26047a3c90df0a36"}},{"code_sha256_prefix":"a9f549942de7d30b","entry":"AtrousSpatialPyramidPoolingV3","repo":"JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models","repo_kind":"listed","path":"tensorflow_advanced_segmentation_models/models/DeepLabV3plus.py","file_url":"https://github.com/JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models/blob/HEAD/tensorflow_advanced_segmentation_models/models/DeepLabV3plus.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":"a9f549942de7d30b"}},{"code_sha256_prefix":"edf673cbd75a7027","entry":"Decoder","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"edf673cbd75a7027"}},{"code_sha256_prefix":"4ac4bc7c6f72419c","entry":"DeepLab","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"4ac4bc7c6f72419c"}},{"code_sha256_prefix":"6e6115c04c3f121d","entry":"DeepLab","repo":"kaichoulyc/course_segmentation","repo_kind":"listed","path":"model/deep_lab/deeplab.py","file_url":"https://github.com/kaichoulyc/course_segmentation/blob/HEAD/model/deep_lab/deeplab.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":"6e6115c04c3f121d"}},{"code_sha256_prefix":"9ac514a69bb5bb62","entry":"DeepLab","repo":"dootmaan/dsrl","repo_kind":"listed","path":"modeling/deeplab.py","file_url":"https://github.com/dootmaan/dsrl/blob/HEAD/modeling/deeplab.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":"9ac514a69bb5bb62"}},{"code_sha256_prefix":"09a240d3865fee6c","entry":"DeepLab","repo":"jfzhang95/pytorch-deeplab-xception","repo_kind":"listed","path":"modeling/deeplab.py","file_url":"https://github.com/jfzhang95/pytorch-deeplab-xception/blob/HEAD/modeling/deeplab.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":"09a240d3865fee6c"}},{"code_sha256_prefix":"609cfe0df52cf002","entry":"DeepLabV3Plus","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"609cfe0df52cf002"}},{"code_sha256_prefix":"9755f047bfec69ce","entry":"DeepLabV3PlusBuilder","repo":"PuchatekwSzortach/voc_encoder_decoder_with_atrous_separable_convolutions","repo_kind":"listed","path":"net/ml.py","file_url":"https://github.com/PuchatekwSzortach/voc_encoder_decoder_with_atrous_separable_convolutions/blob/HEAD/net/ml.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":"9755f047bfec69ce"}},{"code_sha256_prefix":"63a49a3c1dd4d263","entry":"DeepLabV3plus","repo":"JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models","repo_kind":"listed","path":"tensorflow_advanced_segmentation_models/models/DeepLabV3plus.py","file_url":"https://github.com/JanMarcelKezmann/TensorFlow-Advanced-Segmentation-Models/blob/HEAD/tensorflow_advanced_segmentation_models/models/DeepLabV3plus.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":"63a49a3c1dd4d263"}},{"code_sha256_prefix":"dfd28692d87464d1","entry":"DeepLabv3_plus","repo":"mlearing/pytorch-deeplab-v3-plus","repo_kind":"listed","path":"networks/deeplab_resnet.py","file_url":"https://github.com/mlearing/pytorch-deeplab-v3-plus/blob/HEAD/networks/deeplab_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":"dfd28692d87464d1"}},{"code_sha256_prefix":"59849f10377fad5f","entry":"DeeplabV3Plus","repo":"lattice-ai/DeepLabV3-Plus","repo_kind":"listed","path":"deeplabv3plus/model/deeplabv3_plus.py","file_url":"https://github.com/lattice-ai/DeepLabV3-Plus/blob/HEAD/deeplabv3plus/model/deeplabv3_plus.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":"59849f10377fad5f"}},{"code_sha256_prefix":"13a67fcfc1e4c1d7","entry":"Deeplabv3","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/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":"13a67fcfc1e4c1d7"}},{"code_sha256_prefix":"fabf7df16100c5bc","entry":"ResNetBackbone","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"fabf7df16100c5bc"}},{"code_sha256_prefix":"96875ada06fa67da","entry":"ResNetV1b","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"96875ada06fa67da"}},{"code_sha256_prefix":"82f03ca51ba7dbc4","entry":"RoadSegmentation","repo":"MukhlasAdib/KITTI_Mapping","repo_kind":"listed","path":"app/pipeline/road_segmentation.py","file_url":"https://github.com/MukhlasAdib/KITTI_Mapping/blob/HEAD/app/pipeline/road_segmentation.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":"82f03ca51ba7dbc4"}},{"code_sha256_prefix":"350abbaf676488bc","entry":"_ASPPModule","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"350abbaf676488bc"}},{"code_sha256_prefix":"f52f02f15632fc39","entry":"_inverted_res_block","repo":"sara-nl/SURF-segmentation","repo_kind":"listed","path":"deeplab/keras-deeplab-v3-plus-master/model.py","file_url":"https://github.com/sara-nl/SURF-segmentation/blob/HEAD/deeplab/keras-deeplab-v3-plus-master/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":"f52f02f15632fc39"}},{"code_sha256_prefix":"c4e00178c12b2cf8","entry":"_inverted_res_block","repo":"samson6460/tf2_Segmentation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_Segmentation/blob/HEAD/models/deep_lab_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":"c4e00178c12b2cf8"}},{"code_sha256_prefix":"d4f09015805919e2","entry":"build_backbone","repo":"giovanniguidi/deeplabV3-PyTorch","repo_kind":"listed","path":"models/deeplab.py","file_url":"https://github.com/giovanniguidi/deeplabV3-PyTorch/blob/HEAD/models/deeplab.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":"d4f09015805919e2"}},{"code_sha256_prefix":"8be86acb174d9241","entry":"deeplabv3","repo":"samson6460/tf2_Segmentation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_Segmentation/blob/HEAD/models/deep_lab_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":"8be86acb174d9241"}},{"code_sha256_prefix":"66b9a9d2e9d2ca8d","entry":"deeplabv3","repo":"samson6460/tf2_pose_estimation","repo_kind":"listed","path":"models/deep_lab_model.py","file_url":"https://github.com/samson6460/tf2_pose_estimation/blob/HEAD/models/deep_lab_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":"66b9a9d2e9d2ca8d"}},{"code_sha256_prefix":"83604720aed3cccf","entry":"deeplabv3plus_resnet101","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"83604720aed3cccf"}},{"code_sha256_prefix":"c5fb690670bbe8da","entry":"resnet101","repo":"petko-nikolov/pysemseg","repo_kind":"listed","path":"pysemseg/models/deeplab.py","file_url":"https://github.com/petko-nikolov/pysemseg/blob/HEAD/pysemseg/models/deeplab.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":"c5fb690670bbe8da"}},{"code_sha256_prefix":"7a0b3803f28d47fa","entry":"resnet101_v1s","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"7a0b3803f28d47fa"}},{"code_sha256_prefix":"d9691f627c30dde9","entry":"resnet152_v1s","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"d9691f627c30dde9"}},{"code_sha256_prefix":"602a54842f95f3f0","entry":"resnet34_v1b","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"602a54842f95f3f0"}},{"code_sha256_prefix":"3222e50cba4be935","entry":"resnet50_v1s","repo":"Vujas-Eteph/CiVOS","repo_kind":"listed","path":"RiTM/isegm/model/modeling/deeplab_v3.py","file_url":"https://github.com/Vujas-Eteph/CiVOS/blob/HEAD/RiTM/isegm/model/modeling/deeplab_v3.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":"3222e50cba4be935"}},{"code_sha256_prefix":"b1992cb92fab6136","entry":"segmentation_inference","repo":"MukhlasAdib/KITTI_Mapping","repo_kind":"listed","path":"app/pipeline/road_segmentation.py","file_url":"https://github.com/MukhlasAdib/KITTI_Mapping/blob/HEAD/app/pipeline/road_segmentation.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":"b1992cb92fab6136"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}