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Models/BioPose

BioPose

Reported on 24 benchmarks across 4 tasks · 1 paper

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

Computer Vision12 results

  • 3D Human Pose EstimationonEMDB
    Average MPJPE (mm)· 2025-01-14
    92.5
    best: 131.065 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3D Human Pose EstimationonEMDB
    Average MPJPE-PA (mm)· 2025-01-14
    52.1
    best: 82.8502 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3D Human Pose EstimationonEMDB
    Average MVE (mm)· 2025-01-14
    98.9
    best: 159.956 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3D Human Pose Estimationon3DPW
    MPJPE· 2025-01-14
    69
    best: 130 (HMR)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3D Human Pose Estimationon3DPW
    MPVPE· 2025-01-14
    79.8
    best: 119.3 (BMP)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3D Human Pose Estimationon3DPW
    PA-MPJPE· 2025-01-14
    39.5
    best: 157 (Simple-baseline)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose EstimationonEMDB
    Average MPJPE (mm)· 2025-01-14
    92.5
    best: 131.065 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose EstimationonEMDB
    Average MPJPE-PA (mm)· 2025-01-14
    52.1
    best: 82.8502 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose EstimationonEMDB
    Average MVE (mm)· 2025-01-14
    98.9
    best: 159.956 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose Estimationon3DPW
    MPJPE· 2025-01-14
    69
    best: 130 (HMR)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose Estimationon3DPW
    MPVPE· 2025-01-14
    79.8
    best: 119.3 (BMP)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • Pose Estimationon3DPW
    PA-MPJPE· 2025-01-14
    39.5
    best: 157 (Simple-baseline)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800

Methodology6 results

  • 3DonEMDB
    Average MPJPE (mm)· 2025-01-14
    92.5
    best: 131.065 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3DonEMDB
    Average MPJPE-PA (mm)· 2025-01-14
    52.1
    best: 82.8502 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3DonEMDB
    Average MVE (mm)· 2025-01-14
    98.9
    best: 159.956 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3Don3DPW
    MPJPE· 2025-01-14
    69
    best: 130 (HMR)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3Don3DPW
    MPVPE· 2025-01-14
    79.8
    best: 119.3 (BMP)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 3Don3DPW
    PA-MPJPE· 2025-01-14
    39.5
    best: 157 (Simple-baseline)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800

Audio6 results

  • 1 Image, 2*2 StitchionEMDB
    Average MPJPE (mm)· 2025-01-14
    92.5
    best: 131.065 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 1 Image, 2*2 StitchionEMDB
    Average MPJPE-PA (mm)· 2025-01-14
    52.1
    best: 82.8502 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 1 Image, 2*2 StitchionEMDB
    Average MVE (mm)· 2025-01-14
    98.9
    best: 159.956 (PyMAF)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 1 Image, 2*2 Stitchion3DPW
    MPJPE· 2025-01-14
    69
    best: 130 (HMR)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 1 Image, 2*2 Stitchion3DPW
    MPVPE· 2025-01-14
    79.8
    best: 119.3 (BMP)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800
  • 1 Image, 2*2 Stitchion3DPW
    PA-MPJPE· 2025-01-14
    39.5
    best: 157 (Simple-baseline)
    BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular VideosarXiv:2501.07800