3D Hand Pose Estimation and Mesh Reconstruction on HO-3D V2 (test)
2.4Joint Error (Scale/Trans Align) (cm)HandOccNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HandOccNetPose Repr.=Joint angle2021.04 | 2.4 | 55.7 | 0.91 | 81.9 | 0.88 | 81.9 | 56.4 | 96.3 | |
| Zheng et al.Pose Repr.=2.5D2021.04 | 2.51 | 54.1 | — | — | — | — | — | — | |
| ArtiBoostPose Repr.=2.5D2021.04 | 2.53 | 53.2 | 1.14 | 77.3 | 1.09 | 78.2 | 48.8 | 94.4 | |
| Ours-ResNet50Pose Repr.=3D, Backbone=ResNet-502021.04 | 2.57 | 55.3 | 1.08 | 78.6 | — | — | — | — | |
| I2L-MeshNetPose Repr.=Mesh2021.04 | 2.6 | 52.9 | 1.12 | 77.5 | 1.39 | 72.2 | 40.9 | 93.2 | |
| METROPose Repr.=Mesh2021.04 | 2.89 | 50.4 | 1.04 | 79.2 | 1.11 | 77.9 | 48.4 | 94.6 | |
| Hampali et al.Pose Repr.=3D2021.04 | 3.04 | 49.4 | 1.07 | 78.8 | 1.06 | 79 | 50.6 | 94.2 | |
| Ours-ResNet18Pose Repr.=Joint angle, Backbone=ResNet-182021.04 | 3.11 | 45.9 | 1.1 | 78 | 1.13 | 77.4 | 44.4 | 93.5 | |
| Liu et al.Pose Repr.=Joint angle2021.04 | 3.17 | 46.3 | 0.99 | 80.3 | 0.95 | 81 | 52.8 | 95.6 | |
| Hasson et al. [17]Pose Repr.=Joint angle2021.04 | 3.18 | 46.1 | 1.1 | 78 | 1.12 | 77.7 | 46.4 | 93.9 | |
| Pose2MeshPose Repr.=Mesh2021.04 | 3.33 | 48 | 1.25 | 75.4 | 1.27 | 74.9 | 44.1 | 90.9 | |
| Hasson et al. [16]Pose Repr.=Joint angle2021.04 | 3.69 | 36.9 | 1.14 | 77.3 | 1.14 | 77.3 | 42.8 | 93.2 | |
| I2UV-HandNetPose Repr.=Mesh2021.04 | — | — | 0.99 | 80.4 | 1.01 | 79.9 | 50 | 94.3 |