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Models/6DRepNet

6DRepNet

Reported on 18 benchmarks across 3 tasks · 2 papers · 12 SOTA

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

Computer Vision7 results

  • Pose EstimationonAFLW2000
    MAEV· 2023-09-14
    4.66
    best: 4.64 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • Pose EstimationonBIWI
    MAEV· 2023-09-14
    5.32
    best: 4.85 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • Pose EstimationonPanoptic
    Geodesic Error (GE)· 2022-02-25
    8.08
    best: 7.45 (WRHP-6D-Opal)
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • Pose EstimationonBIWI
    MAE (trained with other data)· 2022-02-25
    3.47
    best: 2.75 (TRG (w/ 300WLP))
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • Pose EstimationonAFLW2000
    MAE· 2023-09-14
    3.61
    best: 3.15 (OpNet)
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • Pose EstimationonAFLW2000
    MAE· 2022-02-25
    3.97
    best: 3.15 (OpNet)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • Pose EstimationonBIWI
    MAE (trained with BIWI data)· 2022-02-25
    2.66
    best: 1.413 (VGGNet-RNN)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555

Methodology7 results

  • 3DonAFLW2000
    MAEV· 2023-09-14
    4.66
    best: 4.64 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 3DonBIWI
    MAEV· 2023-09-14
    5.32
    best: 4.85 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 3DonPanoptic
    Geodesic Error (GE)· 2022-02-25
    8.08
    best: 7.45 (WRHP-6D-Opal)
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 3DonBIWI
    MAE (trained with other data)· 2022-02-25
    3.47
    best: 2.75 (TRG (w/ 300WLP))
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 3DonAFLW2000
    MAE· 2023-09-14
    3.61
    best: 3.15 (OpNet)
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 3DonAFLW2000
    MAE· 2022-02-25
    3.97
    best: 3.15 (OpNet)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 3DonBIWI
    MAE (trained with BIWI data)· 2022-02-25
    2.66
    best: 1.413 (VGGNet-RNN)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555

Audio7 results

  • 1 Image, 2*2 StitchionAFLW2000
    MAEV· 2023-09-14
    4.66
    best: 4.64 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 1 Image, 2*2 StitchionBIWI
    MAEV· 2023-09-14
    5.32
    best: 4.85 (6DRepNet360)
    SOTA
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 1 Image, 2*2 StitchionPanoptic
    Geodesic Error (GE)· 2022-02-25
    8.08
    best: 7.45 (WRHP-6D-Opal)
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 1 Image, 2*2 StitchionBIWI
    MAE (trained with other data)· 2022-02-25
    3.47
    best: 2.75 (TRG (w/ 300WLP))
    SOTA
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 1 Image, 2*2 StitchionAFLW2000
    MAE· 2023-09-14
    3.61
    best: 3.15 (OpNet)
    Towards Robust and Unconstrained Full Range of Rotation Head Pose EstimationarXiv:2309.07654
  • 1 Image, 2*2 StitchionAFLW2000
    MAE· 2022-02-25
    3.97
    best: 3.15 (OpNet)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555
  • 1 Image, 2*2 StitchionBIWI
    MAE (trained with BIWI data)· 2022-02-25
    2.66
    best: 1.413 (VGGNet-RNN)
    6D Rotation Representation For Unconstrained Head Pose EstimationarXiv:2202.12555