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Models/I2UV-HandNet

I2UV-HandNet

Reported on 60 benchmarks across 6 tasks · 1 paper · 12 SOTA

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

Computer Vision30 results

HandonHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
HandonHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Pose EstimationonHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3D Hand Pose EstimationonHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725

Graphs10 results

Hand Pose EstimationonHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
Hand Pose EstimationonHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725

Methodology10 results

3DonHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
3DonHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725

Audio10 results

1 Image, 2*2 StitchionHO-3D v2
AUC_J· 2021-02-07
0.804
best: 0.863 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionHO-3D v2
AUC_V· 2021-02-07
0.799
best: 0.856 (ExtPose (T=16))
SOTA
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionFreiHAND
PA-F@15mm· 2021-02-07
0.977
best: 0.993 (ExtPose)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionFreiHAND
PA-F@5mm· 2021-02-07
0.707
best: 0.825 (WiLoR)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionFreiHAND
PA-MPJPE· 2021-02-07
6.7
best: 15.7 (DetNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionFreiHAND
PA-MPVPE· 2021-02-07
6.9
best: 13.2 (Hasson et al.)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionHO-3D v2
F@15mm· 2021-02-07
0.943
best: 0.991 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionHO-3D v2
F@5mm· 2021-02-07
0.5
best: 0.667 (ExtPose (T=16))
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionHO-3D v2
PA-MPJPE (mm)· 2021-02-07
9.9
best: 12.5 (Pose2Mesh)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725
1 Image, 2*2 StitchionHO-3D v2
PA-MPVPE· 2021-02-07
10.1
best: 13.9 (I2L-MeshNet)
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling arXiv:2102.03725