{"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/deeplab-semantic-image-segmentation-with-deep","title":"DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs","arxiv_id":"1606.00915","date":"2016-06-02","proceeding":null,"authors":["Liang-Chieh Chen","George Papandreou","Iasonas Kokkinos","Kevin Murphy","Alan L. Yuille"],"abstract":"In this work we address the task of semantic image segmentation with Deep\nLearning and make three main contributions that are experimentally shown to\nhave substantial practical merit. First, we highlight convolution with\nupsampled filters, or 'atrous convolution', as a powerful tool in dense\nprediction tasks. Atrous convolution allows us to explicitly control the\nresolution at which feature responses are computed within Deep Convolutional\nNeural Networks. It also allows us to effectively enlarge the field of view of\nfilters to incorporate larger context without increasing the number of\nparameters or the amount of computation. Second, we propose atrous spatial\npyramid pooling (ASPP) to robustly segment objects at multiple scales. ASPP\nprobes an incoming convolutional feature layer with filters at multiple\nsampling rates and effective fields-of-views, thus capturing objects as well as\nimage context at multiple scales. Third, we improve the localization of object\nboundaries by combining methods from DCNNs and probabilistic graphical models.\nThe commonly deployed combination of max-pooling and downsampling in DCNNs\nachieves invariance but has a toll on localization accuracy. We overcome this\nby combining the responses at the final DCNN layer with a fully connected\nConditional Random Field (CRF), which is shown both qualitatively and\nquantitatively to improve localization performance. Our proposed \"DeepLab\"\nsystem sets the new state-of-art at the PASCAL VOC-2012 semantic image\nsegmentation task, reaching 79.7% mIOU in the test set, and advances the\nresults on three other datasets: PASCAL-Context, PASCAL-Person-Part, and\nCityscapes. All of our code is made publicly available online.","url_abs":"http://arxiv.org/abs/1606.00915v2","url_pdf":"http://arxiv.org/pdf/1606.00915v2.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":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/DeepMotionAIResearch/DenseASPP","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Lxrd-AJ/Advanced_ML","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/NASA-NeMO-Net/NeMO-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/OIdiotLin/DeepLab-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","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":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Qengineering/TensorFlow-Lite-RPi-32-bit-Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Qengineering/TensorFlow-Lite-RPi-64-bit-Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Qengineering/TensorFlow_Lite_Segmentation_Jetson-Nano","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Qengineering/TensorFlow_Lite_Segmentation_RPi_32-bit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Qengineering/TensorFlow_Lite_Segmentation_RPi_64-bit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/RituYadav92/Image-segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/ShichengChen/WaveUNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/aldo-aguilar/nu-style","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/cdmh/deeplab-public-ver2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/cgsaxner/UB_Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/divisionai/deep-photo-styletransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/eceo-epfl/scaleprotoseg","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/halbielee/EPS","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/isht7/pytorch-deeplab-resnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/johnnylu305/Simple-does-it-weakly-supervised-instance-and-semantic-segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/johnnylu305/deeplab-imagenet-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/johnsun03/myTest","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/kazuto1011/deeplab-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/kdethoor/panoptictorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/keb123keb/deeplabv2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","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":"deeplab-semantic-image-segmentation-with-deep","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":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/liarba/caffe_dev","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/open-cv/deeplab-v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/purushothamgowthu/deep-photo-styletransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"torch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/stevendleung/w251-project-door-camera-public","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/switchablenorms/SwitchNorm_Segmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/tensorflow/models","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","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":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/violin0847/crowdcounting","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/waggle-sensor/plugin-water-detector","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/wangleihitcs/DeepLab-V1-PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/warmspringwinds/pytorch-segmentation-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/woonhahaha/place-classification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/yaq007/Autofocus-Layer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/z01nl1o02/deeplab-v2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/zej-luffy/deeplab-public-ver2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/zllrunning/deeplab-pytorch-crf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Daeijavad/Deeplab-CRF","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","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":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/PaddlePaddle/PaddleSeg/tree/release/2.1/configs/deeplabv3","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":null},{"paper_slug":"deeplab-semantic-image-segmentation-with-deep","repo_url":"https://github.com/Shun14/deeplab-paddle","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":{"status":"ok"}}],"tasks":[{"task_slug":"image-segmentation","task_name":"Image 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":"bottleneck-residual-block","method_name":"Bottleneck Residual Block"},{"method_slug":"crf","method_name":"CRF"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"dcnn","method_name":"DCNN"},{"method_slug":"deeplabv2","method_name":"DeepLabv2"},{"method_slug":"dense-connections","method_name":"Dense Connections"},{"method_slug":"dilated-convolution","method_name":"Dilated Convolution"},{"method_slug":"dropout","method_name":"Dropout"},{"method_slug":"feedforward-network","method_name":"Feedforward Network"},{"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":"polynomial-rate-decay","method_name":"Polynomial Rate Decay"},{"method_slug":"random-scaling","method_name":"Random Scaling"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"residual-block","method_name":"Residual Block"},{"method_slug":"residual-connection","method_name":"Residual Connection"},{"method_slug":"sgd-with-momentum","method_name":"SGD with Momentum"},{"method_slug":"softmax","method_name":"Softmax"},{"method_slug":"spatial-pyramid-pooling","method_name":"Spatial Pyramid Pooling"},{"method_slug":"weight-decay","method_name":"Weight Decay"}],"datasets_introduced":[],"methods_introduced":[{"slug":"aspp","name":"ASPP","full_name":"Atrous Spatial Pyramid Pooling"},{"slug":"deeplabv2","name":"DeepLabv2","full_name":"DeepLabv2"}],"results":[{"leaderboard":"/sota/semantic-segmentation-on-cityscapes","task":"Semantic Segmentation","dataset":"Cityscapes test","model":"DeepLab-CRF (ResNet-101)","rank_in_archive_order":82,"of":105,"metrics":{"Mean IoU (class)":"70.4%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-event-based","task":"Semantic Segmentation","dataset":"Event-based Segmentation Dataset","model":"DeepLab","rank_in_archive_order":4,"of":6,"metrics":{"mIoU":"71.05"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-pascal-context","task":"Semantic Segmentation","dataset":"PASCAL Context","model":"DeepLabV2","rank_in_archive_order":55,"of":66,"metrics":{"mIoU":"45.7"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-pascal-voc-2012","task":"Semantic Segmentation","dataset":"PASCAL VOC 2012 test","model":"DeepLab-CRF (ResNet-101)","rank_in_archive_order":31,"of":51,"metrics":{"Mean IoU":"79.7%"},"uses_additional_data":true},{"leaderboard":"/sota/semantic-segmentation-on-pascal-voc-2012-val","task":"Semantic Segmentation","dataset":"PASCAL VOC 2012 val","model":"DeepLab-CRF (ResNet-101)","rank_in_archive_order":15,"of":29,"metrics":{"mIoU":"77.69%"},"uses_additional_data":false},{"leaderboard":"/sota/semantic-segmentation-on-selma","task":"Semantic Segmentation","dataset":"SELMA","model":"DeepLabV2","rank_in_archive_order":4,"of":7,"metrics":{"mIoU":"68.9"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1606.00915","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1606.00915"}},"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/tensorflow/models","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/woonhahaha/place-classification","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Qengineering/TensorFlow-Lite-RPi-64-bit-Segmentation","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"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/Daeijavad/Deeplab-CRF","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zej-luffy/deeplab-public-ver2","reach":{"status":"ok","spdx":"NOASSERTION"}},{"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/wangleihitcs/DeepLab-V1-PyTorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kdethoor/panoptictorch","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/stevendleung/w251-project-door-camera-public","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/johnnylu305/deeplab-imagenet-pytorch","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/keb123keb/deeplabv2","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/switchablenorms/SwitchNorm_Segmentation","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/OIdiotLin/DeepLab-pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/johnsun03/myTest","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/isht7/pytorch-deeplab-resnet","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/DeepMotionAIResearch/DenseASPP","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Qengineering/TensorFlow-Lite-RPi-32-bit-Segmentation","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Shun14/deeplab-paddle","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/violin0847/crowdcounting","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Lxrd-AJ/Advanced_ML","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/halbielee/EPS","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Media-Smart/vedaseg","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/johnnylu305/Simple-does-it-weakly-supervised-instance-and-semantic-segmentation","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/waggle-sensor/plugin-water-detector","reach":{"status":"ok"}}],"summary":{"ran":23,"ran_draft_wrong":4,"ran_honours":1,"unverified":35},"by_repo_kind":{"listed":{"samples":63,"ran":28,"repositories":16}},"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":16,"samples":[{"code_sha256_prefix":"53f17388b003b9b6","entry":"ASPP","repo":"warmspringwinds/pytorch-segmentation-detection","repo_kind":"listed","path":"pytorch_segmentation_detection/models/deeplab.py","file_url":"https://github.com/warmspringwinds/pytorch-segmentation-detection/blob/HEAD/pytorch_segmentation_detection/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":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"53f17388b003b9b6"}},{"code_sha256_prefix":"308ccdb3fbb740d8","entry":"ASPPConv","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"308ccdb3fbb740d8"}},{"code_sha256_prefix":"1ded95feb039492a","entry":"ASPPPooling","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1ded95feb039492a"}},{"code_sha256_prefix":"6dc0febe733fd5b9","entry":"ASPP_c","repo":"yaq007/Autofocus-Layer","repo_kind":"listed","path":"models.py","file_url":"https://github.com/yaq007/Autofocus-Layer/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6dc0febe733fd5b9"}},{"code_sha256_prefix":"88e7802a88d1a1f9","entry":"ASPP_module","repo":"ShichengChen/WaveUNet","repo_kind":"listed","path":"pytorch-pyrmaid/networks/deeplab_xception.py","file_url":"https://github.com/ShichengChen/WaveUNet/blob/HEAD/pytorch-pyrmaid/networks/deeplab_xception.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":"88e7802a88d1a1f9"}},{"code_sha256_prefix":"44f2f26a9ed8d32f","entry":"BasicBlock","repo":"yaq007/Autofocus-Layer","repo_kind":"listed","path":"models.py","file_url":"https://github.com/yaq007/Autofocus-Layer/blob/HEAD/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"44f2f26a9ed8d32f"}},{"code_sha256_prefix":"5d9bd49de1275265","entry":"DeepLabV2","repo":"zllrunning/deeplab-pytorch-crf","repo_kind":"listed","path":"libs/models/deeplabv2.py","file_url":"https://github.com/zllrunning/deeplab-pytorch-crf/blob/HEAD/libs/models/deeplabv2.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":"5d9bd49de1275265"}},{"code_sha256_prefix":"116bb1dc1ccdde04","entry":"FRN","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.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":"116bb1dc1ccdde04"}},{"code_sha256_prefix":"09eb18c5d7d60dfc","entry":"Net","repo":"halbielee/EPS","repo_kind":"listed","path":"network/resnet38d.py","file_url":"https://github.com/halbielee/EPS/blob/HEAD/network/resnet38d.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":"09eb18c5d7d60dfc"}},{"code_sha256_prefix":"bb0ad51ace15dbe4","entry":"Normalize","repo":"halbielee/EPS","repo_kind":"listed","path":"network/resnet38d.py","file_url":"https://github.com/halbielee/EPS/blob/HEAD/network/resnet38d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"bb0ad51ace15dbe4"}},{"code_sha256_prefix":"d18cf36c9276960f","entry":"Registry","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.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":"d18cf36c9276960f"}},{"code_sha256_prefix":"c844437a798458b7","entry":"ResBlock","repo":"halbielee/EPS","repo_kind":"listed","path":"network/resnet38d.py","file_url":"https://github.com/halbielee/EPS/blob/HEAD/network/resnet38d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c844437a798458b7"}},{"code_sha256_prefix":"282223ddd3ff3f7c","entry":"ResBlock_bot","repo":"halbielee/EPS","repo_kind":"listed","path":"network/resnet38d.py","file_url":"https://github.com/halbielee/EPS/blob/HEAD/network/resnet38d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"282223ddd3ff3f7c"}},{"code_sha256_prefix":"d8bef07c9adf425e","entry":"ResnetDilated","repo":"switchablenorms/SwitchNorm_Segmentation","repo_kind":"listed","path":"models/models.py","file_url":"https://github.com/switchablenorms/SwitchNorm_Segmentation/blob/HEAD/models/models.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d8bef07c9adf425e"}},{"code_sha256_prefix":"82583067173f244a","entry":"TLU","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.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":"82583067173f244a"}},{"code_sha256_prefix":"eb36d73a1d6a9211","entry":"UNet","repo":"Lxrd-AJ/Advanced_ML","repo_kind":"listed","path":"Implementation/unet_model.py","file_url":"https://github.com/Lxrd-AJ/Advanced_ML/blob/HEAD/Implementation/unet_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"eb36d73a1d6a9211"}},{"code_sha256_prefix":"964a4d471b87d037","entry":"UNetConv2D","repo":"Lxrd-AJ/Advanced_ML","repo_kind":"listed","path":"Implementation/unet_model.py","file_url":"https://github.com/Lxrd-AJ/Advanced_ML/blob/HEAD/Implementation/unet_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"964a4d471b87d037"}},{"code_sha256_prefix":"85fce95aedb122ac","entry":"VGG16_LargeFOV","repo":"wangleihitcs/DeepLab-V1-PyTorch","repo_kind":"listed","path":"nets/vgg.py","file_url":"https://github.com/wangleihitcs/DeepLab-V1-PyTorch/blob/HEAD/nets/vgg.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"85fce95aedb122ac"}},{"code_sha256_prefix":"3d1880c02d075eba","entry":"_ASPPModule","repo":"zllrunning/deeplab-pytorch-crf","repo_kind":"listed","path":"libs/models/deeplabv2.py","file_url":"https://github.com/zllrunning/deeplab-pytorch-crf/blob/HEAD/libs/models/deeplabv2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3d1880c02d075eba"}},{"code_sha256_prefix":"84e049f7b9fa13b7","entry":"_Bottleneck","repo":"zllrunning/deeplab-pytorch-crf","repo_kind":"listed","path":"libs/models/deeplabv2.py","file_url":"https://github.com/zllrunning/deeplab-pytorch-crf/blob/HEAD/libs/models/deeplabv2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"84e049f7b9fa13b7"}},{"code_sha256_prefix":"6cd27134d67d87a8","entry":"_ConvBatchNormReLU","repo":"zllrunning/deeplab-pytorch-crf","repo_kind":"listed","path":"libs/models/deeplabv2.py","file_url":"https://github.com/zllrunning/deeplab-pytorch-crf/blob/HEAD/libs/models/deeplabv2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6cd27134d67d87a8"}},{"code_sha256_prefix":"ae539753ae4d52c4","entry":"_ResBlock","repo":"zllrunning/deeplab-pytorch-crf","repo_kind":"listed","path":"libs/models/deeplabv2.py","file_url":"https://github.com/zllrunning/deeplab-pytorch-crf/blob/HEAD/libs/models/deeplabv2.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ae539753ae4d52c4"}},{"code_sha256_prefix":"6dc18b4169cafab5","entry":"_Transition","repo":"DeepMotionAIResearch/DenseASPP","repo_kind":"listed","path":"models/DenseASPP.py","file_url":"https://github.com/DeepMotionAIResearch/DenseASPP/blob/HEAD/models/DenseASPP.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":"6dc18b4169cafab5"}},{"code_sha256_prefix":"0f5c1cdac6542626","entry":"build_act_layer","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.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":"0f5c1cdac6542626"}},{"code_sha256_prefix":"fcbdd0b7fa92032b","entry":"build_norm_layer","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.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":"fcbdd0b7fa92032b"}},{"code_sha256_prefix":"9e2edfa6c37815a7","entry":"conv3x3","repo":"warmspringwinds/pytorch-segmentation-detection","repo_kind":"listed","path":"pytorch_segmentation_detection/models/deeplab.py","file_url":"https://github.com/warmspringwinds/pytorch-segmentation-detection/blob/HEAD/pytorch_segmentation_detection/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":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9e2edfa6c37815a7"}},{"code_sha256_prefix":"8f043783be05520d","entry":"get_input_optimizer","repo":"aldo-aguilar/nu-style","repo_kind":"listed","path":"src/handlers.py","file_url":"https://github.com/aldo-aguilar/nu-style/blob/HEAD/src/handlers.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8f043783be05520d"}},{"code_sha256_prefix":"7337f1f5ff01dcd0","entry":"get_lr","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"segmentation/em/module_em.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/segmentation/em/module_em.py","link_basis":"harvester_set","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7337f1f5ff01dcd0"}},{"code_sha256_prefix":"8a6aac3339ee8802","entry":"ASPP","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8a6aac3339ee8802"}},{"code_sha256_prefix":"3edb28451c5d5ab9","entry":"ASPPModule","repo":"OIdiotLin/DeepLab-pytorch","repo_kind":"listed","path":"src/networks/deeplabv3.py","file_url":"https://github.com/OIdiotLin/DeepLab-pytorch/blob/HEAD/src/networks/deeplabv3.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":"3edb28451c5d5ab9"}},{"code_sha256_prefix":"ac381b8ad8a845a3","entry":"DeepLab","repo":"leimao/DeepLab-V3","repo_kind":"listed","path":"model.py","file_url":"https://github.com/leimao/DeepLab-V3/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"ac381b8ad8a845a3"}},{"code_sha256_prefix":"8a58f32a65726f57","entry":"DenseASPP","repo":"DeepMotionAIResearch/DenseASPP","repo_kind":"listed","path":"models/DenseASPP.py","file_url":"https://github.com/DeepMotionAIResearch/DenseASPP/blob/HEAD/models/DenseASPP.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":"8a58f32a65726f57"}},{"code_sha256_prefix":"9a312354c4aac598","entry":"MobileNet","repo":"leimao/DeepLab-V3","repo_kind":"listed","path":"model.py","file_url":"https://github.com/leimao/DeepLab-V3/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9a312354c4aac598"}},{"code_sha256_prefix":"f1deead3b623ea55","entry":"Network","repo":"Daeijavad/Deeplab-CRF","repo_kind":"listed","path":"network_class.py","file_url":"https://github.com/Daeijavad/Deeplab-CRF/blob/HEAD/network_class.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":"f1deead3b623ea55"}},{"code_sha256_prefix":"59f29ececcd49f37","entry":"Resnet","repo":"leimao/DeepLab-V3","repo_kind":"listed","path":"model.py","file_url":"https://github.com/leimao/DeepLab-V3/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"59f29ececcd49f37"}},{"code_sha256_prefix":"311989e0cef13762","entry":"UNetUpConv2D","repo":"Lxrd-AJ/Advanced_ML","repo_kind":"listed","path":"Implementation/unet_model.py","file_url":"https://github.com/Lxrd-AJ/Advanced_ML/blob/HEAD/Implementation/unet_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":"311989e0cef13762"}},{"code_sha256_prefix":"0682c73df452506f","entry":"Vgg16","repo":"leimao/DeepLab-V3","repo_kind":"listed","path":"model.py","file_url":"https://github.com/leimao/DeepLab-V3/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0682c73df452506f"}},{"code_sha256_prefix":"6a76699fca4b02b5","entry":"_DenseAsppBlock","repo":"DeepMotionAIResearch/DenseASPP","repo_kind":"listed","path":"models/DenseASPP.py","file_url":"https://github.com/DeepMotionAIResearch/DenseASPP/blob/HEAD/models/DenseASPP.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":"6a76699fca4b02b5"}},{"code_sha256_prefix":"e62f57b4d5854c77","entry":"_DenseBlock","repo":"DeepMotionAIResearch/DenseASPP","repo_kind":"listed","path":"models/DenseASPP.py","file_url":"https://github.com/DeepMotionAIResearch/DenseASPP/blob/HEAD/models/DenseASPP.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":"e62f57b4d5854c77"}},{"code_sha256_prefix":"a1a737ad0daed701","entry":"_DenseLayer","repo":"DeepMotionAIResearch/DenseASPP","repo_kind":"listed","path":"models/DenseASPP.py","file_url":"https://github.com/DeepMotionAIResearch/DenseASPP/blob/HEAD/models/DenseASPP.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":"a1a737ad0daed701"}},{"code_sha256_prefix":"c8a45bd65a5b3b97","entry":"atrous_spatial_pyramid_pooling","repo":"leimao/DeepLab-V3","repo_kind":"listed","path":"model.py","file_url":"https://github.com/leimao/DeepLab-V3/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c8a45bd65a5b3b97"}},{"code_sha256_prefix":"d241a51429ebbb55","entry":"bilinear_upsampling_weights","repo":"cgsaxner/UB_Segmentation","repo_kind":"listed","path":"upsampling.py","file_url":"https://github.com/cgsaxner/UB_Segmentation/blob/HEAD/upsampling.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":"d241a51429ebbb55"}},{"code_sha256_prefix":"c2f4bd843f1e0e47","entry":"compute_layer_rf_info","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"receptive_field.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/receptive_field.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":"c2f4bd843f1e0e47"}},{"code_sha256_prefix":"efb66ddd03d907f4","entry":"compute_rf_protoL_at_spatial_location","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"receptive_field.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/receptive_field.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":"efb66ddd03d907f4"}},{"code_sha256_prefix":"efea10148e03ffc4","entry":"compute_rf_prototype","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"receptive_field.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/receptive_field.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":"efea10148e03ffc4"}},{"code_sha256_prefix":"5ceabf20d794e5bd","entry":"constant_init","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"5ceabf20d794e5bd"}},{"code_sha256_prefix":"da0f80d54b852951","entry":"create_logger","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"log.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/log.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":"da0f80d54b852951"}},{"code_sha256_prefix":"159cfd7b77ad44a5","entry":"find_continuous_high_activation_crop","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"helpers.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/helpers.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":"159cfd7b77ad44a5"}},{"code_sha256_prefix":"a578552e64b8de7e","entry":"find_high_activation_crop","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"helpers.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/helpers.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":"a578552e64b8de7e"}},{"code_sha256_prefix":"1127bbe82e43e0e6","entry":"getData","repo":"aldo-aguilar/nu-style","repo_kind":"listed","path":"CycleGan/src/dataset.py","file_url":"https://github.com/aldo-aguilar/nu-style/blob/HEAD/CycleGan/src/dataset.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":"1127bbe82e43e0e6"}},{"code_sha256_prefix":"8ead0bc727213153","entry":"get_style_model_and_loss","repo":"aldo-aguilar/nu-style","repo_kind":"listed","path":"src/handlers.py","file_url":"https://github.com/aldo-aguilar/nu-style/blob/HEAD/src/handlers.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":"8ead0bc727213153"}},{"code_sha256_prefix":"c70da0d4921fa08b","entry":"image_loader","repo":"aldo-aguilar/nu-style","repo_kind":"listed","path":"src/dataset.py","file_url":"https://github.com/aldo-aguilar/nu-style/blob/HEAD/src/dataset.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":"c70da0d4921fa08b"}},{"code_sha256_prefix":"20164401c294879a","entry":"init_weights","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"20164401c294879a"}},{"code_sha256_prefix":"dd2ff9a3c0d64a92","entry":"iou_coeff","repo":"cgsaxner/UB_Segmentation","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/cgsaxner/UB_Segmentation/blob/HEAD/metrics.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dd2ff9a3c0d64a92"}},{"code_sha256_prefix":"17876e40add6c703","entry":"kaiming_init","repo":"Media-Smart/vedaseg","repo_kind":"listed","path":"vedaseg/models/encoders/enhance_modules/aspp.py","file_url":"https://github.com/Media-Smart/vedaseg/blob/HEAD/vedaseg/models/encoders/enhance_modules/aspp.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"17876e40add6c703"}},{"code_sha256_prefix":"c9e92d0b7ff929fe","entry":"list_of_distances","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"helpers.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/helpers.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":"c9e92d0b7ff929fe"}},{"code_sha256_prefix":"2f5c8689a7884f62","entry":"preprocess","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"preprocess.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/preprocess.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":"2f5c8689a7884f62"}},{"code_sha256_prefix":"d22fdfbc49113693","entry":"preprocess_input_function","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"preprocess.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/preprocess.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":"d22fdfbc49113693"}},{"code_sha256_prefix":"3ec5c6029a21dcbb","entry":"read_and_decode","repo":"cgsaxner/UB_Segmentation","repo_kind":"listed","path":"tf_records.py","file_url":"https://github.com/cgsaxner/UB_Segmentation/blob/HEAD/tf_records.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":"3ec5c6029a21dcbb"}},{"code_sha256_prefix":"32401bdce2879798","entry":"sanitize_config_val_for_json","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"segmentation/config.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/segmentation/config.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":"32401bdce2879798"}},{"code_sha256_prefix":"5f3a2a92473d303a","entry":"tnr","repo":"cgsaxner/UB_Segmentation","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/cgsaxner/UB_Segmentation/blob/HEAD/metrics.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5f3a2a92473d303a"}},{"code_sha256_prefix":"e903f992c748c9e3","entry":"tpr","repo":"cgsaxner/UB_Segmentation","repo_kind":"listed","path":"metrics.py","file_url":"https://github.com/cgsaxner/UB_Segmentation/blob/HEAD/metrics.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e903f992c748c9e3"}},{"code_sha256_prefix":"efb86a8611f14f72","entry":"undo_preprocess","repo":"eceo-epfl/scaleprotoseg","repo_kind":"listed","path":"preprocess.py","file_url":"https://github.com/eceo-epfl/scaleprotoseg/blob/HEAD/preprocess.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":"efb86a8611f14f72"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}