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Models/OpenPose

OpenPose

Reported on 41 benchmarks across 5 tasks · 2 papers · 7 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision14 results

  • Pose EstimationonMPII Single Person
    PCKh@0.1· 2018-12-18
    22.5
    best: 36 (EfficientPose IV)
    SOTA
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCOCO test-dev
    AP· uses extra data· 2018-12-18
    64.2
    best: 81.1 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCOCO test-dev
    AP50· uses extra data· 2018-12-18
    86.2
    best: 95 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCOCO test-dev
    AP75· uses extra data· 2018-12-18
    70.1
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCOCO test-dev
    APL· uses extra data· 2018-12-18
    68.8
    best: 86.5 (PoseBH-H)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCOCO test-dev
    APM· uses extra data· 2018-12-18
    61
    best: 83.8 (4xRSN-50 (ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonMPII Human Pose
    PCKh-0.5· 2018-12-18
    88.8
    best: 94.3 (PCT (swin-l, test set))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonMPII Single Person
    PCKh@0.5· 2018-12-18
    88.8
    best: 93 (4xRSN-50)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCrowdPose
    AP Easy· 2018-12-18
    62.7
    best: 88.8 (RTMO-l)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCrowdPose
    AP Hard· 2018-12-18
    32.3
    best: 466 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Pose EstimationonCrowdPose
    AP Medium· 2018-12-18
    58.7
    best: 566 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Multi-Person Pose EstimationonCrowdPose
    AP Easy· 2018-12-18
    62.7
    best: 88.8 (RTMO-l)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Multi-Person Pose EstimationonCrowdPose
    AP Hard· 2018-12-18
    32.3
    best: 466 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • Multi-Person Pose EstimationonCrowdPose
    AP Medium· 2018-12-18
    58.7
    best: 566 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008

Methodology11 results

  • 3DonMPII Single Person
    PCKh@0.1· 2018-12-18
    22.5
    best: 36 (EfficientPose IV)
    SOTA
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCOCO test-dev
    AP· uses extra data· 2018-12-18
    64.2
    best: 81.1 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCOCO test-dev
    AP50· uses extra data· 2018-12-18
    86.2
    best: 95 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCOCO test-dev
    AP75· uses extra data· 2018-12-18
    70.1
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCOCO test-dev
    APL· uses extra data· 2018-12-18
    68.8
    best: 86.5 (PoseBH-H)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCOCO test-dev
    APM· uses extra data· 2018-12-18
    61
    best: 83.8 (4xRSN-50 (ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonMPII Human Pose
    PCKh-0.5· 2018-12-18
    88.8
    best: 94.3 (PCT (swin-l, test set))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonMPII Single Person
    PCKh@0.5· 2018-12-18
    88.8
    best: 93 (4xRSN-50)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCrowdPose
    AP Easy· 2018-12-18
    62.7
    best: 88.8 (RTMO-l)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCrowdPose
    AP Hard· 2018-12-18
    32.3
    best: 466 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 3DonCrowdPose
    AP Medium· 2018-12-18
    58.7
    best: 566 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008

Audio11 results

  • 1 Image, 2*2 StitchionMPII Single Person
    PCKh@0.1· 2018-12-18
    22.5
    best: 36 (EfficientPose IV)
    SOTA
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCOCO test-dev
    AP· uses extra data· 2018-12-18
    64.2
    best: 81.1 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCOCO test-dev
    AP50· uses extra data· 2018-12-18
    86.2
    best: 95 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCOCO test-dev
    AP75· uses extra data· 2018-12-18
    70.1
    best: 88.2 (ViTPose (ViTAE-G, ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCOCO test-dev
    APL· uses extra data· 2018-12-18
    68.8
    best: 86.5 (PoseBH-H)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCOCO test-dev
    APM· uses extra data· 2018-12-18
    61
    best: 83.8 (4xRSN-50 (ensemble))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionMPII Human Pose
    PCKh-0.5· 2018-12-18
    88.8
    best: 94.3 (PCT (swin-l, test set))
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionMPII Single Person
    PCKh@0.5· 2018-12-18
    88.8
    best: 93 (4xRSN-50)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCrowdPose
    AP Easy· 2018-12-18
    62.7
    best: 88.8 (RTMO-l)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCrowdPose
    AP Hard· 2018-12-18
    32.3
    best: 466 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008
  • 1 Image, 2*2 StitchionCrowdPose
    AP Medium· 2018-12-18
    58.7
    best: 566 (DETRPose-N)
    OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1812.08008

Knowledge Base5 results

  • 2D Human Pose EstimationonCOCO-WholeBody
    WB· uses extra data· 2016-11-24
    33.8
    best: 70.2 (RTMW-x)
    SOTA
    Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1611.08050
  • 2D Human Pose EstimationonCOCO-WholeBody
    body· uses extra data· 2016-11-24
    56.3
    best: 76.9 (PCNet)
    SOTA
    Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1611.08050
  • 2D Human Pose EstimationonCOCO-WholeBody
    face· uses extra data· 2016-11-24
    48.2
    best: 89.7 (PCNet)
    SOTA
    Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1611.08050
  • 2D Human Pose EstimationonCOCO-WholeBody
    foot· uses extra data· 2016-11-24
    53.2
    best: 79.8 (ZoomNet (V0.5 data))
    SOTA
    Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1611.08050
  • 2D Human Pose EstimationonCOCO-WholeBody
    hand· uses extra data· 2016-11-24
    19.8
    best: 66.4 (RTMW-x)
    Realtime Multi-Person 2D Pose Estimation using Part Affinity FieldsarXiv:1611.08050