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Models/TAPE (T=16)

TAPE (T=16)

Reported on 40 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision20 results

  • 3D Human Pose EstimationonHuman3.6M
    Acceleration Error· 2023-04-29
    6.5
    SOTA
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonHuman3.6M
    Acceleration Error· 2023-04-29
    6.5
    SOTA
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose EstimationonMPI-INF-3DHP
    Acceleration Error· 2023-04-29
    12.4
    best: 7.4 (ARTS (Resnet50 L=16))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose EstimationonMPI-INF-3DHP
    MPJPE· 2023-04-29
    94
    best: 124.7 (VNect (Augm.))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2023-04-29
    56.7
    best: 89.8 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose Estimationon3DPW
    Acceleration Error· 2023-04-29
    8.9
    best: 6.5 (ARTS (Resnet50 L=16))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose Estimationon3DPW
    MPJPE· 2023-04-29
    79.9
    best: 130 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose Estimationon3DPW
    MPVPE· 2023-04-29
    98.1
    best: 119.3 (BMP)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose Estimationon3DPW
    PA-MPJPE· 2023-04-29
    51.5
    best: 157 (Simple-baseline)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose EstimationonHuman3.6M
    Average MPJPE (mm)· 2023-04-29
    60
    best: 131.7 (Rhodin et al.)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3D Human Pose EstimationonHuman3.6M
    PA-MPJPE· 2023-04-29
    39.5
    best: 80.7 (SMPLify (dense))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonMPI-INF-3DHP
    Acceleration Error· 2023-04-29
    12.4
    best: 7.4 (ARTS (Resnet50 L=16))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonMPI-INF-3DHP
    MPJPE· 2023-04-29
    94
    best: 124.7 (VNect (Augm.))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonMPI-INF-3DHP
    PA-MPJPE· 2023-04-29
    56.7
    best: 89.8 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose Estimationon3DPW
    Acceleration Error· 2023-04-29
    8.9
    best: 5.4 (HybridCap)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose Estimationon3DPW
    MPJPE· 2023-04-29
    79.9
    best: 130 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose Estimationon3DPW
    MPVPE· 2023-04-29
    98.1
    best: 119.3 (BMP)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose Estimationon3DPW
    PA-MPJPE· 2023-04-29
    51.5
    best: 157 (Simple-baseline)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm)· 2023-04-29
    60
    best: 131.7 (Rhodin et al.)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • Pose EstimationonHuman3.6M
    PA-MPJPE· 2023-04-29
    39.5
    best: 80.7 (SMPLify (dense))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181

Methodology10 results

  • 3DonHuman3.6M
    Acceleration Error· 2023-04-29
    6.5
    SOTA
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3DonMPI-INF-3DHP
    Acceleration Error· 2023-04-29
    12.4
    best: 7.4 (ARTS (Resnet50 L=16))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3DonMPI-INF-3DHP
    MPJPE· 2023-04-29
    94
    best: 124.7 (VNect (Augm.))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3DonMPI-INF-3DHP
    PA-MPJPE· 2023-04-29
    56.7
    best: 89.8 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3Don3DPW
    Acceleration Error· 2023-04-29
    8.9
    best: 5.4 (HybridCap)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3Don3DPW
    MPJPE· 2023-04-29
    79.9
    best: 130 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3Don3DPW
    MPVPE· 2023-04-29
    98.1
    best: 119.3 (BMP)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3Don3DPW
    PA-MPJPE· 2023-04-29
    51.5
    best: 157 (Simple-baseline)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3DonHuman3.6M
    Average MPJPE (mm)· 2023-04-29
    60
    best: 131.7 (Rhodin et al.)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 3DonHuman3.6M
    PA-MPJPE· 2023-04-29
    39.5
    best: 89.4 (Kinematic-Structure-Preserved Representation)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181

Audio10 results

  • 1 Image, 2*2 StitchionHuman3.6M
    Acceleration Error· 2023-04-29
    6.5
    SOTA
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    Acceleration Error· 2023-04-29
    12.4
    best: 7.4 (ARTS (Resnet50 L=16))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    MPJPE· 2023-04-29
    94
    best: 124.7 (VNect (Augm.))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 StitchionMPI-INF-3DHP
    PA-MPJPE· 2023-04-29
    56.7
    best: 89.8 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 Stitchion3DPW
    Acceleration Error· 2023-04-29
    8.9
    best: 5.4 (HybridCap)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 Stitchion3DPW
    MPJPE· 2023-04-29
    79.9
    best: 130 (HMR)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 Stitchion3DPW
    MPVPE· 2023-04-29
    98.1
    best: 119.3 (BMP)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 Stitchion3DPW
    PA-MPJPE· 2023-04-29
    51.5
    best: 157 (Simple-baseline)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm)· 2023-04-29
    60
    best: 131.7 (Rhodin et al.)
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181
  • 1 Image, 2*2 StitchionHuman3.6M
    PA-MPJPE· 2023-04-29
    39.5
    best: 80.7 (SMPLify (dense))
    TAPE: Temporal Attention-based Probabilistic human pose and shape EstimationarXiv:2305.00181