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Models/MeshGraphormer

MeshGraphormer

Reported on 78 benchmarks across 6 tasks · 1 paper · 48 SOTA

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

Computer Vision39 results

  • HandonFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • HandonFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • HandonFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • HandonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 3D Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272

Graphs13 results

  • Hand Pose EstimationonFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • Hand Pose EstimationonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272

Methodology13 results

  • 3DonFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 3DonFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • 3DonFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 3DonHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272

Audio13 results

  • 1 Image, 2*2 StitchionFreiHAND
    PA-F@15mm· 2021-04-01
    0.986
    best: 0.993 (ExtPose)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionFreiHAND
    PA-F@5mm· 2021-04-01
    0.764
    best: 0.825 (WiLoR)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) All· 2021-04-01
    14.6
    best: 46.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Visible· 2021-04-01
    18.4
    best: 59.3 (MaskHand)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (New Days) All· 2021-04-01
    16.8
    best: 59.6 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Visible· 2021-04-01
    22.3
    best: 62.9 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) All· 2021-04-01
    19.1
    best: 61.1 (ExtPose*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Visible· 2021-04-01
    23.6
    best: 66.5 (HaMeR*)
    SOTA
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionFreiHAND
    PA-MPJPE· 2021-04-01
    5.9
    best: 15.7 (DetNet)
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionFreiHAND
    PA-MPVPE· 2021-04-01
    6
    best: 13.2 (Hasson et al.)
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (Ego4D) Occ· 2021-04-01
    8.3
    best: 33.1 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (NewDays) Occ· 2021-04-01
    7.9
    best: 33.2 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272
  • 1 Image, 2*2 StitchionHInt: Hand Interactions in the wild
    PCK@0.05 (VISOR) Occ· 2021-04-01
    10.9
    best: 42.6 (HaMeR*)
    Mesh GraphormerarXiv:2104.00272