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Models/ARTS (Resnet50 L=16)

ARTS (Resnet50 L=16)

Reported on 28 benchmarks across 4 tasks · 1 paper · 5 SOTA

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· 2024-10-21
    7.4
    SOTA
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose Estimationon3DPW
    Acceleration Error· 2024-10-21
    6.5
    SOTA
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose EstimationonMPI-INF-3DHP
    Acceleration Error· 2024-10-21
    7.4
    SOTA
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose EstimationonMPI-INF-3DHP
    MPJPE· 2024-10-21
    71.8
    best: 124.7 (VNect (Augm.))
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2024-10-21
    53
    best: 89.8 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose Estimationon3DPW
    MPJPE· 2024-10-21
    67.7
    best: 130 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose Estimationon3DPW
    MPVPE· 2024-10-21
    81.4
    best: 119.3 (BMP)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3D Human Pose Estimationon3DPW
    PA-MPJPE· 2024-10-21
    46.5
    best: 157 (Simple-baseline)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose EstimationonMPI-INF-3DHP
    MPJPE· 2024-10-21
    71.8
    best: 124.7 (VNect (Augm.))
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2024-10-21
    53
    best: 89.8 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose Estimationon3DPW
    Acceleration Error· 2024-10-21
    6.5
    best: 5.4 (HybridCap)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose Estimationon3DPW
    MPJPE· 2024-10-21
    67.7
    best: 130 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose Estimationon3DPW
    MPVPE· 2024-10-21
    81.4
    best: 119.3 (BMP)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • Pose Estimationon3DPW
    PA-MPJPE· 2024-10-21
    46.5
    best: 157 (Simple-baseline)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582

Methodology7 results

  • 3DonMPI-INF-3DHP
    Acceleration Error· 2024-10-21
    7.4
    SOTA
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3DonMPI-INF-3DHP
    MPJPE· 2024-10-21
    71.8
    best: 124.7 (VNect (Augm.))
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3DonMPI-INF-3DHP
    PA-MPJPE· 2024-10-21
    53
    best: 89.8 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3Don3DPW
    Acceleration Error· 2024-10-21
    6.5
    best: 5.4 (HybridCap)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3Don3DPW
    MPJPE· 2024-10-21
    67.7
    best: 130 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3Don3DPW
    MPVPE· 2024-10-21
    81.4
    best: 119.3 (BMP)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 3Don3DPW
    PA-MPJPE· 2024-10-21
    46.5
    best: 157 (Simple-baseline)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582

Audio7 results

  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    Acceleration Error· 2024-10-21
    7.4
    SOTA
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    MPJPE· 2024-10-21
    71.8
    best: 124.7 (VNect (Augm.))
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    PA-MPJPE· 2024-10-21
    53
    best: 89.8 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 Stitchion3DPW
    Acceleration Error· 2024-10-21
    6.5
    best: 5.4 (HybridCap)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 Stitchion3DPW
    MPJPE· 2024-10-21
    67.7
    best: 130 (HMR)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 Stitchion3DPW
    MPVPE· 2024-10-21
    81.4
    best: 119.3 (BMP)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582
  • 1 Image, 2*2 Stitchion3DPW
    PA-MPJPE· 2024-10-21
    46.5
    best: 157 (Simple-baseline)
    ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from VideosarXiv:2410.15582