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Models/MoCap-SPIN + PoseBERT

MoCap-SPIN + PoseBERT

Reported on 28 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 Vision14 results

  • 3D Human Pose EstimationonMPI-INF-3DHP
    Acceleration Error· 2021-10-18
    8.7
    best: 7.4 (ARTS (Resnet50 L=16))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose EstimationonMPI-INF-3DHP
    MPJPE· 2021-10-18
    97.4
    best: 124.7 (VNect (Augm.))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2021-10-18
    63.3
    best: 89.8 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose Estimationon3DPW
    Acceleration Error· 2021-10-18
    8.3
    best: 6.5 (ARTS (Resnet50 L=16))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose Estimationon3DPW
    MPJPE· 2021-10-18
    89.4
    best: 130 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose Estimationon3DPW
    MPVPE· 2021-10-18
    103.8
    best: 119.3 (BMP)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3D Human Pose Estimationon3DPW
    PA-MPJPE· 2021-10-18
    52.9
    best: 157 (Simple-baseline)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose EstimationonMPI-INF-3DHP
    Acceleration Error· 2021-10-18
    8.7
    best: 7.4 (ARTS (Resnet50 L=16))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose EstimationonMPI-INF-3DHP
    MPJPE· 2021-10-18
    97.4
    best: 124.7 (VNect (Augm.))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2021-10-18
    63.3
    best: 89.8 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose Estimationon3DPW
    Acceleration Error· 2021-10-18
    8.3
    best: 5.4 (HybridCap)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose Estimationon3DPW
    MPJPE· 2021-10-18
    89.4
    best: 130 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose Estimationon3DPW
    MPVPE· 2021-10-18
    103.8
    best: 119.3 (BMP)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • Pose Estimationon3DPW
    PA-MPJPE· 2021-10-18
    52.9
    best: 157 (Simple-baseline)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243

Methodology7 results

  • 3DonMPI-INF-3DHP
    Acceleration Error· 2021-10-18
    8.7
    best: 7.4 (ARTS (Resnet50 L=16))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3DonMPI-INF-3DHP
    MPJPE· 2021-10-18
    97.4
    best: 124.7 (VNect (Augm.))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3DonMPI-INF-3DHP
    PA-MPJPE· 2021-10-18
    63.3
    best: 89.8 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3Don3DPW
    Acceleration Error· 2021-10-18
    8.3
    best: 5.4 (HybridCap)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3Don3DPW
    MPJPE· 2021-10-18
    89.4
    best: 130 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3Don3DPW
    MPVPE· 2021-10-18
    103.8
    best: 119.3 (BMP)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 3Don3DPW
    PA-MPJPE· 2021-10-18
    52.9
    best: 157 (Simple-baseline)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243

Audio7 results

  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    Acceleration Error· 2021-10-18
    8.7
    best: 7.4 (ARTS (Resnet50 L=16))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    MPJPE· 2021-10-18
    97.4
    best: 124.7 (VNect (Augm.))
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    PA-MPJPE· 2021-10-18
    63.3
    best: 89.8 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 Stitchion3DPW
    Acceleration Error· 2021-10-18
    8.3
    best: 5.4 (HybridCap)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 Stitchion3DPW
    MPJPE· 2021-10-18
    89.4
    best: 130 (HMR)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 Stitchion3DPW
    MPVPE· 2021-10-18
    103.8
    best: 119.3 (BMP)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243
  • 1 Image, 2*2 Stitchion3DPW
    PA-MPJPE· 2021-10-18
    52.9
    best: 157 (Simple-baseline)
    Leveraging MoCap Data for Human Mesh RecoveryarXiv:2110.09243