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Models/Uncertainty-Aware Adaptation

Uncertainty-Aware Adaptation

Reported on 11 benchmarks across 5 tasks · 1 paper · 2 SOTA

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

Methodology6 results

  • 3D ReconstructiononHuman3.6M
    MPJPE· 2022-03-29
    103.2
    SOTA
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3DonHuman3.6M
    MPJPE· 2022-03-29
    103.2
    SOTA
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3D ReconstructiononHuman3.6M
    PA-MPJPE· 2022-03-29
    88.9
    best: 89.4 (Kinematic-Structure-Preserved Representation)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3DonHuman3.6M
    Average MPJPE (mm)· 2022-03-29
    59.4
    best: 131.7 (Rhodin et al.)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3DonHuman3.6M
    PA-MPJPE· 2022-03-29
    49.6
    best: 89.4 (Kinematic-Structure-Preserved Representation)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3DonHuman3.6M
    PA-MPJPE· 2022-03-29
    88.9
    best: 89.4 (Kinematic-Structure-Preserved Representation)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293

Computer Vision4 results

  • 3D Human Pose EstimationonHuman3.6M
    Average MPJPE (mm)· 2022-03-29
    59.4
    best: 131.7 (Rhodin et al.)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 3D Human Pose EstimationonHuman3.6M
    PA-MPJPE· 2022-03-29
    49.6
    best: 80.7 (SMPLify (dense))
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm)· 2022-03-29
    59.4
    best: 131.7 (Rhodin et al.)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • Pose EstimationonHuman3.6M
    PA-MPJPE· 2022-03-29
    49.6
    best: 80.7 (SMPLify (dense))
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293

Audio2 results

  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm)· 2022-03-29
    59.4
    best: 131.7 (Rhodin et al.)
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293
  • 1 Image, 2*2 StitchionHuman3.6M
    PA-MPJPE· 2022-03-29
    49.6
    best: 80.7 (SMPLify (dense))
    Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose EstimationarXiv:2203.15293