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Models/PointHMR

PointHMR

Reported on 32 benchmarks across 7 tasks · 1 paper

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

Computer Vision16 results

3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· uses extra data· 2023-04-19
48.3
best: 131.7 (Rhodin et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3D Human Pose EstimationonHuman3.6M
PA-MPJPE· uses extra data· 2023-04-19
32.9
best: 80.7 (SMPLify (dense))
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
HandonFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
HandonFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
HandonFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
HandonFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonHuman3.6M
Average MPJPE (mm)· uses extra data· 2023-04-19
48.3
best: 131.7 (Rhodin et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonHuman3.6M
PA-MPJPE· uses extra data· 2023-04-19
32.9
best: 80.7 (SMPLify (dense))
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Pose EstimationonFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3D Hand Pose EstimationonFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3D Hand Pose EstimationonFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3D Hand Pose EstimationonFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3D Hand Pose EstimationonFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502

Methodology6 results

3DonHuman3.6M
Average MPJPE (mm)· uses extra data· 2023-04-19
48.3
best: 131.7 (Rhodin et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3DonHuman3.6M
PA-MPJPE· uses extra data· 2023-04-19
32.9
best: 89.4 (Kinematic-Structure-Preserved Representation)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3DonFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3DonFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3DonFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
3DonFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502

Audio6 results

1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· uses extra data· 2023-04-19
48.3
best: 131.7 (Rhodin et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
1 Image, 2*2 StitchionHuman3.6M
PA-MPJPE· uses extra data· 2023-04-19
32.9
best: 80.7 (SMPLify (dense))
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
1 Image, 2*2 StitchionFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
1 Image, 2*2 StitchionFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
1 Image, 2*2 StitchionFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
1 Image, 2*2 StitchionFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502

Graphs4 results

Hand Pose EstimationonFreiHAND
PA-F@15mm· 2023-04-19
0.984
best: 0.993 (ExtPose)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Hand Pose EstimationonFreiHAND
PA-F@5mm· 2023-04-19
0.72
best: 0.825 (WiLoR)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Hand Pose EstimationonFreiHAND
PA-MPJPE· 2023-04-19
6.1
best: 15.7 (DetNet)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502
Hand Pose EstimationonFreiHAND
PA-MPVPE· 2023-04-19
6.6
best: 13.2 (Hasson et al.)
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction arXiv:2304.09502