{"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/quo-vadis-action-recognition-a-new-model-and","title":"Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset","arxiv_id":"1705.07750","date":"2017-05-22","proceeding":"CVPR 2017 7","authors":["Joao Carreira","Andrew Zisserman"],"abstract":"The paucity of videos in current action classification datasets (UCF-101 and\nHMDB-51) has made it difficult to identify good video architectures, as most\nmethods obtain similar performance on existing small-scale benchmarks. This\npaper re-evaluates state-of-the-art architectures in light of the new Kinetics\nHuman Action Video dataset. Kinetics has two orders of magnitude more data,\nwith 400 human action classes and over 400 clips per class, and is collected\nfrom realistic, challenging YouTube videos. We provide an analysis on how\ncurrent architectures fare on the task of action classification on this dataset\nand how much performance improves on the smaller benchmark datasets after\npre-training on Kinetics.\n  We also introduce a new Two-Stream Inflated 3D ConvNet (I3D) that is based on\n2D ConvNet inflation: filters and pooling kernels of very deep image\nclassification ConvNets are expanded into 3D, making it possible to learn\nseamless spatio-temporal feature extractors from video while leveraging\nsuccessful ImageNet architecture designs and even their parameters. We show\nthat, after pre-training on Kinetics, I3D models considerably improve upon the\nstate-of-the-art in action classification, reaching 80.9% on HMDB-51 and 98.0%\non UCF-101.","url_abs":"http://arxiv.org/abs/1705.07750v3","url_pdf":"http://arxiv.org/pdf/1705.07750v3.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":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/2023-MindSpore-1/ms-code-24","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/AbdurrahmanNadi/activity_recognition_web_service","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/Alexyuda/action_recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/FrederikSchorr/sign-language","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/JeffCHEN2017/WSSTG","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/KingGugu/I3D","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/LukasHedegaard/co3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/MarkoLewis-Projects/Sign_language_detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/OanaIgnat/i3d_keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/PPPrior/i3d-pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/ShobhitMaheshwari/sign-language1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/StanfordVL/RubiksNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/ahsaniqbal/Kinetics-FeatureExtractor","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/aim3-ruc/youmakeup_challenge2022","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/anonymous-p/Flickering_Adversarial_Video","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/daniansan/i3d_mindspore","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/deepmind/kinetics-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/dlpbc/keras-kinetics-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/google-deepmind/kinetics-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/hassony2/kinetics_i3d_pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/helloxy96/CS5242_Project2020","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/mHealthBuet/SegCodeNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/piergiaj/pytorch-i3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/prinshul/GWSDR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/sebastiantiesmeyer/deeplabchop3d","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/vijayvee/behavior-recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/vijayvee/behavior_recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/yaohungt/GSTEG_CVPR_2019","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/ZJUT-ERCISS/zjut_mindvideo/blob/master/msvideo/models/i3d.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/open-mmlab/mmaction2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/xiuyu0000/new_papers_codes/tree/main/I3D","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"quo-vadis-action-recognition-a-new-model-and","repo_url":"https://github.com/xiuyu0000/vision/blob/main/mindvision/msvideo/models/i3d.py","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"action-classification","task_name":"Action Classification"},{"task_slug":"action-recognition-in-videos","task_name":"Action Recognition"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"skeleton-based-action-recognition","task_name":"Skeleton Based Action Recognition"},{"task_slug":"video-object-tracking","task_name":"Video Object Tracking"},{"task_slug":"image-classification","task_name":"image-classification"}],"methods":[{"method_slug":null,"method_name":null}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/action-classification-on-charades","task":"Action Classification","dataset":"Charades","model":"I3D","rank_in_archive_order":39,"of":49,"metrics":{"MAP":"32.9"},"uses_additional_data":false},{"leaderboard":"/sota/action-classification-on-kinetics-400","task":"Action Classification","dataset":"Kinetics-400","model":"I3D","rank_in_archive_order":179,"of":207,"metrics":{"Acc@1":"71.1","Acc@5":"89.3"},"uses_additional_data":false},{"leaderboard":"/sota/action-classification-on-moments-in-time","task":"Action Classification","dataset":"MiT","model":"I3D","rank_in_archive_order":23,"of":29,"metrics":{"Top 1 Accuracy":"29.51%","Top 5 Accuracy":"56.06%"},"uses_additional_data":false},{"leaderboard":"/sota/action-classification-on-toyota-smarthome","task":"Action Classification","dataset":"Toyota Smarthome dataset","model":"I3D","rank_in_archive_order":10,"of":13,"metrics":{"CS":"53.4","CV1":"34.9","CV2":"45.1"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"Two-stream I3D","rank_in_archive_order":20,"of":77,"metrics":{"Average accuracy of 3 splits":"80.9"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"Two-Stream I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":21,"of":77,"metrics":{"Average accuracy of 3 splits":"80.7"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"Flow-I3D (Kinetics pre-training)","rank_in_archive_order":33,"of":77,"metrics":{"Average accuracy of 3 splits":"77.3"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"Flow-I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":34,"of":77,"metrics":{"Average accuracy of 3 splits":"77.1"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"RGB-I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":40,"of":77,"metrics":{"Average accuracy of 3 splits":"74.8"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-hmdb-51","task":"Action Recognition","dataset":"HMDB-51","model":"RGB-I3D (Kinetics pre-training)","rank_in_archive_order":44,"of":77,"metrics":{"Average accuracy of 3 splits":"74.3"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"Two-Stream I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":12,"of":91,"metrics":{"3-fold Accuracy":"98.0"},"uses_additional_data":false},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"Two-Stream I3D (Kinetics pre-training)","rank_in_archive_order":15,"of":91,"metrics":{"3-fold Accuracy":"97.8"},"uses_additional_data":false},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"Flow-I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":33,"of":91,"metrics":{"3-fold Accuracy":"96.7"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"Flow-I3D (Kinetics pre-training)","rank_in_archive_order":36,"of":91,"metrics":{"3-fold Accuracy":"96.5"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"RGB-I3D (Imagenet+Kinetics pre-training)","rank_in_archive_order":43,"of":91,"metrics":{"3-fold Accuracy":"95.6"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"RGB-I3D (Kinetics pre-training)","rank_in_archive_order":48,"of":91,"metrics":{"3-fold Accuracy":"95.1"},"uses_additional_data":true},{"leaderboard":"/sota/action-recognition-in-videos-on-ucf101","task":"Action Recognition","dataset":"UCF101","model":"Two-stream I3D","rank_in_archive_order":60,"of":91,"metrics":{"3-fold Accuracy":"93.4"},"uses_additional_data":false},{"leaderboard":"/sota/hand-gesture-recognition-on-egogesture-1","task":"Hand Gesture Recognition","dataset":"EgoGesture","model":"I3D","rank_in_archive_order":4,"of":4,"metrics":{"Accuracy":"92.78"},"uses_additional_data":false},{"leaderboard":"/sota/hand-gesture-recognition-on-viva-hand-1","task":"Hand Gesture Recognition","dataset":"VIVA Hand Gestures Dataset","model":"I3D","rank_in_archive_order":2,"of":3,"metrics":{"Accuracy":"83.1"},"uses_additional_data":false},{"leaderboard":"/sota/skeleton-based-action-recognition-on-j-hmdb","task":"Skeleton Based Action Recognition","dataset":"J-HMDB","model":"I3D","rank_in_archive_order":4,"of":13,"metrics":{"Accuracy (RGB+pose)":"84.1"},"uses_additional_data":false},{"leaderboard":"/sota/video-object-tracking-on-cater","task":"Video Object Tracking","dataset":"CATER","model":"I3D-50 + LSTM","rank_in_archive_order":7,"of":7,"metrics":{"L1":"1.2","Top 1 Accuracy":"60.2","Top 5 Accuracy":"81.8"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/1705.07750","atlas_url":"https://app.syntology.ai/?focus=1705.07750","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1705.07750"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+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/helloxy96/CS5242_Project2020","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/2023-MindSpore-1/ms-code-24","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vijayvee/behavior_recognition","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/google-deepmind/kinetics-i3d","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yaohungt/GSTEG_CVPR_2019","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/prinshul/GWSDR","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dlpbc/keras-kinetics-i3d","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xiuyu0000/vision/blob/main/mindvision/msvideo/models/i3d.py","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/OanaIgnat/i3d_keras","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ShobhitMaheshwari/sign-language1","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/anonymous-p/Flickering_Adversarial_Video","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ZJUT-ERCISS/zjut_mindvideo/blob/master/msvideo/models/i3d.py","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/LukasHedegaard/co3d","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/FrederikSchorr/sign-language","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mHealthBuet/SegCodeNet","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/KingGugu/I3D","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/hassony2/kinetics_i3d_pytorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/piergiaj/pytorch-i3d","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/JeffCHEN2017/WSSTG","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MarkoLewis-Projects/Sign_language_detection","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vijayvee/behavior-recognition","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/AbdurrahmanNadi/activity_recognition_web_service","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/aim3-ruc/youmakeup_challenge2022","reach":{"status":"ok"}}],"summary":{"ran":10,"ran_draft_wrong":3,"ran_fixture":3,"unverified":12},"by_repo_kind":{"listed":{"samples":24,"ran":12,"repositories":8}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":7,"samples":[{"code_sha256_prefix":"d52425813034770e","entry":"I3D","repo":"PPPrior/i3d-pytorch","repo_kind":"listed","path":"models/i3d.py","file_url":"https://github.com/PPPrior/i3d-pytorch/blob/HEAD/models/i3d.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":"d52425813034770e"}},{"code_sha256_prefix":"afb1546ff0edeb60","entry":"I3dRgbUcf101","repo":"Alexyuda/action_recognition","repo_kind":"listed","path":"Models.py","file_url":"https://github.com/Alexyuda/action_recognition/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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"afb1546ff0edeb60"}},{"code_sha256_prefix":"86ab28ecf5cc710e","entry":"InceptionModule","repo":"CMU-CREATE-Lab/deep-smoke-machine","repo_kind":"listed","path":"back-end/www/model/pytorch_i3d.py","file_url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine/blob/HEAD/back-end/www/model/pytorch_i3d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"86ab28ecf5cc710e"}},{"code_sha256_prefix":"0cca1672c970b785","entry":"MaxPool3dSamePadding","repo":"CMU-CREATE-Lab/deep-smoke-machine","repo_kind":"listed","path":"back-end/www/model/pytorch_i3d.py","file_url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine/blob/HEAD/back-end/www/model/pytorch_i3d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"0cca1672c970b785"}},{"code_sha256_prefix":"162d0ddf9cfd939e","entry":"MaxPool3dTFPadding","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"162d0ddf9cfd939e"}},{"code_sha256_prefix":"a0d388f676f51bcf","entry":"MaxPool3dTFPadding","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"a0d388f676f51bcf"}},{"code_sha256_prefix":"8f8c0c36c90310ff","entry":"ResNet","repo":"sebastiantiesmeyer/deeplabchop3d","repo_kind":"listed","path":"models/resnet.py","file_url":"https://github.com/sebastiantiesmeyer/deeplabchop3d/blob/HEAD/models/resnet.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8f8c0c36c90310ff"}},{"code_sha256_prefix":"8f662573b6fac87b","entry":"Unit3D","repo":"CMU-CREATE-Lab/deep-smoke-machine","repo_kind":"listed","path":"back-end/www/model/pytorch_i3d.py","file_url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine/blob/HEAD/back-end/www/model/pytorch_i3d.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"8f662573b6fac87b"}},{"code_sha256_prefix":"7db92abddea0028b","entry":"Unit3Dpy","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7db92abddea0028b"}},{"code_sha256_prefix":"7d55ae5d78e79327","entry":"Unit3Dpy","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"7d55ae5d78e79327"}},{"code_sha256_prefix":"42f2e711eec1d11f","entry":"_get_padding","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"42f2e711eec1d11f"}},{"code_sha256_prefix":"43c0211ff8dbca5f","entry":"downsample_basic_block","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"43c0211ff8dbca5f"}},{"code_sha256_prefix":"0b19df9669841d40","entry":"get_conv_params","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"0b19df9669841d40"}},{"code_sha256_prefix":"45cc344e60f640a1","entry":"get_padding_shape","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"45cc344e60f640a1"}},{"code_sha256_prefix":"c84c49b2d9ed0ea8","entry":"get_padding_shape","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c84c49b2d9ed0ea8"}},{"code_sha256_prefix":"81ec17604dc709cc","entry":"simplify_padding","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"81ec17604dc709cc"}},{"code_sha256_prefix":"4165130355776ce6","entry":"I3D","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.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":"4165130355776ce6"}},{"code_sha256_prefix":"c124939daa593331","entry":"I3D","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"c124939daa593331"}},{"code_sha256_prefix":"ef9a979720d596db","entry":"InceptionI3d","repo":"CMU-CREATE-Lab/deep-smoke-machine","repo_kind":"listed","path":"back-end/www/model/pytorch_i3d.py","file_url":"https://github.com/CMU-CREATE-Lab/deep-smoke-machine/blob/HEAD/back-end/www/model/pytorch_i3d.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":"ef9a979720d596db"}},{"code_sha256_prefix":"2e635f36d98dce68","entry":"InceptionI3d","repo":"yaohungt/GSTEG_CVPR_2019","repo_kind":"listed","path":"models/i3d.py","file_url":"https://github.com/yaohungt/GSTEG_CVPR_2019/blob/HEAD/models/i3d.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":"2e635f36d98dce68"}},{"code_sha256_prefix":"434390ea358bf40f","entry":"InceptionI3d","repo":"piergiaj/pytorch-i3d","repo_kind":"listed","path":"pytorch_i3d.py","file_url":"https://github.com/piergiaj/pytorch-i3d/blob/HEAD/pytorch_i3d.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":"434390ea358bf40f"}},{"code_sha256_prefix":"1d5fe61bcc4a9357","entry":"Mixed","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.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":"1d5fe61bcc4a9357"}},{"code_sha256_prefix":"1f304ea60f4c8fe0","entry":"Mixed","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"1f304ea60f4c8fe0"}},{"code_sha256_prefix":"040b15375c9a9f1d","entry":"get_bn_params","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.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":"040b15375c9a9f1d"}},{"code_sha256_prefix":"c8b696aa9e2edd20","entry":"load_conv3d","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.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":"c8b696aa9e2edd20"}},{"code_sha256_prefix":"5864cfb44b943815","entry":"load_conv3d","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"5864cfb44b943815"}},{"code_sha256_prefix":"06d60d111918490e","entry":"load_mixed","repo":"ivanwilliammd/I3DR-Net-Transfer-Learning","repo_kind":"listed","path":"models/I3D_model/i3dpt.py","file_url":"https://github.com/ivanwilliammd/I3DR-Net-Transfer-Learning/blob/HEAD/models/I3D_model/i3dpt.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":"06d60d111918490e"}},{"code_sha256_prefix":"42cfae5f88305c31","entry":"load_mixed","repo":"hassony2/kinetics_i3d_pytorch","repo_kind":"listed","path":"src/i3dpt.py","file_url":"https://github.com/hassony2/kinetics_i3d_pytorch/blob/HEAD/src/i3dpt.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":"42cfae5f88305c31"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}