{"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/realtime-multi-person-2d-pose-estimation","title":"Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields","arxiv_id":"1611.08050","date":"2016-11-24","proceeding":"CVPR 2017 7","authors":["Zhe Cao","Tomas Simon","Shih-En Wei","Yaser Sheikh"],"abstract":"We present an approach to efficiently detect the 2D pose of multiple people\nin an image. The approach uses a nonparametric representation, which we refer\nto as Part Affinity Fields (PAFs), to learn to associate body parts with\nindividuals in the image. The architecture encodes global context, allowing a\ngreedy bottom-up parsing step that maintains high accuracy while achieving\nrealtime performance, irrespective of the number of people in the image. The\narchitecture is designed to jointly learn part locations and their association\nvia two branches of the same sequential prediction process. Our method placed\nfirst in the inaugural COCO 2016 keypoints challenge, and significantly exceeds\nthe previous state-of-the-art result on the MPII Multi-Person benchmark, both\nin performance and efficiency.","url_abs":"http://arxiv.org/abs/1611.08050v2","url_pdf":"http://arxiv.org/pdf/1611.08050v2.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":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/ZheC/Realtime_Multi-Person_Pose_Estimation","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/AkashGanesan/PedestrianAttention","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/CMU-Perceptual-Computing-Lab/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/CMU-Perceptual-Computing-Lab/openpose_unity_plugin","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/ChetanTayal138/HAR-Web","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/D1vyansh/BodyJointDetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/DavHoffmann/LearningToTrainWithSyntheticHumans","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Joyce511/OpenVino_Realtime_Multi-Person_Pose_Estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Kaif10/Pose-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/KarinaKorsgaard/Bartender-AI-OpenPose-Osc-Sender","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/MSeeker1340/Vision2018-Pose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/MayankGupta73/Workout-Evaluation-tf-openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Nikhil619/Motion-direction-control-of-a-pi-robot-using-hand-movementss","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Saadbutt321/Conversion-of-Pakistan-Sign-Language-into-Text-and-Speech-using-OpenPose-and-Machine-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Sobeit-Tim/NuguEyeTest","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/anatolix/keras_Realtime_Multi-Person_Pose_Estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/baodi23/hourglass-facekeypoints-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/blake58/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/chengguixiong1010/rnn_STAF_2dpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/fcr3/OpenVINO_Tutorials","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/fcr3/wine_detector","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/fengyidong123/openpose-master","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/goutern/PoseEstimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/harshalsonioo1/hpe","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/ibm/max-human-pose-estimator","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/jarrodanderson/openpose-demo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/jreisam/Unity-OpenPose-Edutable","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/ken724049/action-recognition","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/krishnac7/OpenPose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/krutikabapat/Deep-Learning-based-OpenPose-Estimation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/laobaiswag/openpose1","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/liang-faan/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/lncarter/Openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/lwxGitHub123/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/lwxGitHub123/openpose20200610","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/mgolnezhad/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/mohammadreyaz/openposered","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/mohammadreyaz/pose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/oublalkhalid/AI-OpenPose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/qdhill/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/quic/aimet-model-zoo","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/radioactiverockets/OpenPoseBreackoutGame","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/raymon-tian/hourglass-facekeypoints-detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/saadbutt32/Conversion-of-Pakistan-Sign-Languag-into-Text-and-Speech-using-OpenPose-and-Machine-Learning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/saadbutt32/Pakistan-Sign-Language-Interpreter","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/sananand007/Xrelab","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/shihenw/convolutional-pose-machines-release","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/soulslicer/staf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/starman360/openpose_xavier","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/techforgood-kiran/ai","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/theyellowdiary/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/xaoch/rapJetson2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/xar47x/pose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/xiaozeguo123/-Quick-Capture-system-HSR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/yikegami/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/yinzhiyan43/openpose-dev","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/yongsheng268/OpenPose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/zhaoqyu/openpose-mge-pt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/zyxcambridge/openpose_all","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/Xingyu-Romantic/RMPose_PAF","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":null},{"paper_slug":"realtime-multi-person-2d-pose-estimation","repo_url":"https://github.com/mindspore-ai/models/tree/master/official/cv/openpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"2d-human-pose-estimation","task_name":"2D Human Pose Estimation"},{"task_slug":"2d-pose-estimation","task_name":"2D Pose Estimation"},{"task_slug":"keypoint-detection","task_name":"Keypoint Detection"},{"task_slug":"multi-person-pose-estimation","task_name":"Multi-Person Pose Estimation"},{"task_slug":"object-detection","task_name":"Object Detection"},{"task_slug":"pose-estimation","task_name":"Pose Estimation"}],"methods":[{"method_slug":"pafs","method_name":"PAFs"}],"datasets_introduced":[],"methods_introduced":[{"slug":"pafs","name":"PAFs","full_name":"Part Affinity Fields"}],"results":[{"leaderboard":"/sota/2d-human-pose-estimation-on-coco-wholebody-1","task":"2D Human Pose Estimation","dataset":"COCO-WholeBody","model":"OpenPose","rank_in_archive_order":14,"of":15,"metrics":{"WB":"33.8","body":"56.3","face":"48.2","foot":"53.2","hand":"19.8"},"uses_additional_data":true},{"leaderboard":"/sota/keypoint-detection-on-coco-1","task":"Keypoint Detection","dataset":"COCO","model":"Part Affinity Fields","rank_in_archive_order":2,"of":2,"metrics":{"Validation AP":"60.5"},"uses_additional_data":false},{"leaderboard":"/sota/keypoint-detection-on-coco-test-dev","task":"Keypoint Detection","dataset":"COCO test-dev","model":"CMU Pose","rank_in_archive_order":15,"of":16,"metrics":{"AP50":"84.9","AP75":"67.5","APL":"68.2","APM":"57.1","AR":"66.5","AR50":"87.2","ARL":"74.6","ARM":"60.6"},"uses_additional_data":false},{"leaderboard":"/sota/keypoint-detection-on-mpii-multi-person","task":"Keypoint Detection","dataset":"MPII Multi-Person","model":"Part Affinity Fields","rank_in_archive_order":6,"of":9,"metrics":{"mAP@0.5":"75.6%"},"uses_additional_data":false},{"leaderboard":"/sota/multi-person-pose-estimation-on-coco-2","task":"Multi-Person Pose Estimation","dataset":"COCO","model":"CMU-Pose","rank_in_archive_order":1,"of":1,"metrics":{"AP":"0.618"},"uses_additional_data":false},{"leaderboard":"/sota/multi-person-pose-estimation-on-coco-test-dev","task":"Multi-Person Pose Estimation","dataset":"COCO test-dev","model":"CMU-Pose","rank_in_archive_order":14,"of":15,"metrics":{"AP":"61.8","AP50":"84.9","AP75":"67.5","APL":"68.2","APM":"57.1"},"uses_additional_data":false},{"leaderboard":"/sota/multi-person-pose-estimation-on-mpii-multi","task":"Multi-Person Pose Estimation","dataset":"MPII Multi-Person","model":"Part Affinity Fields","rank_in_archive_order":6,"of":9,"metrics":{"AP":"75.6%"},"uses_additional_data":false},{"leaderboard":"/sota/pose-estimation-on-coco-test-dev","task":"Pose Estimation","dataset":"COCO test-dev","model":"CMU-Pose","rank_in_archive_order":44,"of":47,"metrics":{"AP":"61.8","AP50":"84.9","AP75":"67.5","APL":"68.2","APM":"57.1","AR":"66.5"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1611.08050","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1611.08050"}},"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/jreisam/Unity-OpenPose-Edutable","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/liang-faan/openpose","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Nikhil619/Motion-direction-control-of-a-pi-robot-using-hand-movementss","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MSeeker1340/Vision2018-Pose","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/AkashGanesan/PedestrianAttention","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/yinzhiyan43/openpose-dev","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/saadbutt32/Pakistan-Sign-Language-Interpreter","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zyxcambridge/openpose_all","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ken724049/action-recognition","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/techforgood-kiran/ai","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/quic/aimet-model-zoo","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zhaoqyu/openpose-mge-pt","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/laobaiswag/openpose1","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/starman360/openpose_xavier","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/DavHoffmann/LearningToTrainWithSyntheticHumans","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/KarinaKorsgaard/Bartender-AI-OpenPose-Osc-Sender","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xiaozeguo123/-Quick-Capture-system-HSR","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/krutikabapat/Deep-Learning-based-OpenPose-Estimation","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/qdhill/openpose","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/D1vyansh/BodyJointDetection","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ibm/max-human-pose-estimator","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mindspore-ai/models/tree/master/official/cv/openpose","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Saadbutt321/Conversion-of-Pakistan-Sign-Language-into-Text-and-Speech-using-OpenPose-and-Machine-Learning","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xaoch/rapJetson2","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/baodi23/hourglass-facekeypoints-detection","reach":{"status":"ok"}}],"summary":{"ran_fixture":2,"ran_violates":1,"ran_honours":1,"unverified":19},"by_repo_kind":{"listed":{"samples":23,"ran":4,"repositories":4}},"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":4,"samples":[{"code_sha256_prefix":"f4d54c84f9d6d11f","entry":"compute_gt_teacher","repo":"DavHoffmann/LearningToTrainWithSyntheticHumans","repo_kind":"listed","path":"tf_pose/train_with_adversarial_teacher.py","file_url":"https://github.com/DavHoffmann/LearningToTrainWithSyntheticHumans/blob/HEAD/tf_pose/train_with_adversarial_teacher.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"f4d54c84f9d6d11f"}},{"code_sha256_prefix":"9d8d1b763badb5e7","entry":"normalize","repo":"Xingyu-Romantic/RMPose_PAF","repo_kind":"listed","path":"testing/test_pose.py","file_url":"https://github.com/Xingyu-Romantic/RMPose_PAF/blob/HEAD/testing/test_pose.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9d8d1b763badb5e7"}},{"code_sha256_prefix":"1273c2cd8619f6cb","entry":"padRightDownCorner","repo":"Xingyu-Romantic/RMPose_PAF","repo_kind":"listed","path":"testing/test_pose.py","file_url":"https://github.com/Xingyu-Romantic/RMPose_PAF/blob/HEAD/testing/test_pose.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"1273c2cd8619f6cb"}},{"code_sha256_prefix":"244255938544c7a6","entry":"round_int","repo":"DavHoffmann/LearningToTrainWithSyntheticHumans","repo_kind":"listed","path":"tf_pose/eval_MPI.py","file_url":"https://github.com/DavHoffmann/LearningToTrainWithSyntheticHumans/blob/HEAD/tf_pose/eval_MPI.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"244255938544c7a6"}},{"code_sha256_prefix":"20375b6e697cb883","entry":"arrayCast","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/ArrayUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/ArrayUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"20375b6e697cb883"}},{"code_sha256_prefix":"967290f028bec7f8","entry":"arrayFactory","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/ArrayUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/ArrayUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"967290f028bec7f8"}},{"code_sha256_prefix":"92fd1e2b70b24c05","entry":"batchWindows","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/Batching.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/Batching.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"92fd1e2b70b24c05"}},{"code_sha256_prefix":"eb150ddc7184f446","entry":"cropRect","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/RectangleUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/RectangleUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"eb150ddc7184f446"}},{"code_sha256_prefix":"630ac0a9f50488c4","entry":"cropRectEqually","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/RectangleUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/RectangleUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"630ac0a9f50488c4"}},{"code_sha256_prefix":"cdb1c9715688f9a1","entry":"generate","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/SlidingWindow.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/SlidingWindow.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"cdb1c9715688f9a1"}},{"code_sha256_prefix":"1fc7d25ab7ceeb40","entry":"generateDistanceMatrix","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/WindowDistance.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/WindowDistance.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1fc7d25ab7ceeb40"}},{"code_sha256_prefix":"93c5229a4050e760","entry":"generateForSize","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/SlidingWindow.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/SlidingWindow.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"93c5229a4050e760"}},{"code_sha256_prefix":"0ad190b8ea7cf881","entry":"get_part_cid","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/pafprocess/pafprocess.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/pafprocess/pafprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"0ad190b8ea7cf881"}},{"code_sha256_prefix":"1cb22812d63a8d83","entry":"get_sample_images","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/common.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/common.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1cb22812d63a8d83"}},{"code_sha256_prefix":"418d24f644276625","entry":"get_score","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/pafprocess/pafprocess.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/pafprocess/pafprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"418d24f644276625"}},{"code_sha256_prefix":"1fb38eb9d6522fb0","entry":"layer","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/tensblur/smoother.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/tensblur/smoother.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1fb38eb9d6522fb0"}},{"code_sha256_prefix":"33f87ef10f320887","entry":"mergeWindows","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/Merging.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/Merging.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"33f87ef10f320887"}},{"code_sha256_prefix":"f8b79dbb86b46205","entry":"model_wh","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/networks.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/networks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"f8b79dbb86b46205"}},{"code_sha256_prefix":"d8dbe9ff57d30fbc","entry":"padRect","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/RectangleUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/RectangleUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d8dbe9ff57d30fbc"}},{"code_sha256_prefix":"822b0c684ba9eba6","entry":"plot_result","repo":"MSeeker1340/Vision2018-Pose","repo_kind":"listed","path":"src/plot.py","file_url":"https://github.com/MSeeker1340/Vision2018-Pose/blob/HEAD/src/plot.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":"822b0c684ba9eba6"}},{"code_sha256_prefix":"dd2c2980939419d2","entry":"process_paf","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/pafprocess/pafprocess.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/pafprocess/pafprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"dd2c2980939419d2"}},{"code_sha256_prefix":"1440a7103327c0de","entry":"read_imgfile","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/common.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/common.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"1440a7103327c0de"}},{"code_sha256_prefix":"e25580edeb9875ea","entry":"zerosFactory","repo":"ibm/max-human-pose-estimator","repo_kind":"listed","path":"core/tf_pose/slidingwindow/ArrayUtils.py","file_url":"https://github.com/ibm/max-human-pose-estimator/blob/HEAD/core/tf_pose/slidingwindow/ArrayUtils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e25580edeb9875ea"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}