3D Hand Pose Estimation
Image: Zimmerman et l
Papers
Showing 1–10 of 178 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DetNet | PA-MPJPE | 15.7 | — | Unverified |
| 2 | Hasson et al. | PA-MPVPE | 13.2 | — | Unverified |
| 3 | Boukhayma et al. | PA-MPVPE | 13 | — | Unverified |
| 4 | ExPose (hand sub-network h) | PA-MPJPE | 12.2 | — | Unverified |
| 5 | PIXIE hand expert | PA-MPJPE | 12 | — | Unverified |
| 6 | MANO CNN | PA-MPJPE | 11 | — | Unverified |
| 7 | Zimmermann et al. | PA-MPVPE | 10.7 | — | Unverified |
| 8 | YoutubeHand | PA-MPJPE | 8.4 | — | Unverified |
| 9 | Pose2Mesh | PA-MPJPE | 7.7 | — | Unverified |
| 10 | Hand4Whole | PA-MPJPE | 7.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Pose2Mesh | PA-MPJPE (mm) | 12.5 | — | Unverified |
| 2 | HOR | PA-MPJPE (mm) | 12 | — | Unverified |
| 3 | S2Hand | PA-MPJPE (mm) | 11.4 | — | Unverified |
| 4 | ArtiBoost | PA-MPJPE (mm) | 11.4 | — | Unverified |
| 5 | I2L-MeshNet | PA-MPJPE (mm) | 11.2 | — | Unverified |
| 6 | Tse et al. | PA-MPVPE | 10.9 | — | Unverified |
| 7 | KPT-Transformer | PA-MPJPE (mm) | 10.8 | — | Unverified |
| 8 | Hampali et al. | PA-MPJPE (mm) | 10.7 | — | Unverified |
| 9 | METRO | PA-MPJPE (mm) | 10.4 | — | Unverified |
| 10 | DMA | PA-MPJPE (mm) | 10.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BMC | Average MPJPE (mm) | 17.3 | — | Unverified |
| 2 | SHO | Average MPJPE (mm) | 15.2 | — | Unverified |
| 3 | METRO | Average MPJPE (mm) | 15.2 | — | Unverified |
| 4 | MobRecon | Average MPJPE (mm) | 14.2 | — | Unverified |
| 5 | H2ONet | Average MPJPE (mm) | 14 | — | Unverified |
| 6 | HandOccNet | Average MPJPE (mm) | 14 | — | Unverified |
| 7 | SemGCN | Average MPJPE (mm) | 13.2 | — | Unverified |
| 8 | HFLNet | Average MPJPE (mm) | 12.6 | — | Unverified |
| 9 | SimpleHand | Average MPJPE (mm) | 12.4 | — | Unverified |
| 10 | MaskHand | Average MPJPE (mm) | 11.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SimpleBaseline | Average MPJPE (mm) | 83.4 | — | Unverified |
| 2 | SHN + SimpleBaseline | Average MPJPE (mm) | 64.3 | — | Unverified |
| 3 | Resnet50 | Average MPJPE (mm) | 63.1 | — | Unverified |
| 4 | CPN + Jointformer | Average MPJPE (mm) | 56.9 | — | Unverified |
| 5 | CanonPose | Average MPJPE (mm) | 56.2 | — | Unverified |
| 6 | Jointformer | Average MPJPE (mm) | 53.5 | — | Unverified |
| 7 | CanonPose + 3D supervision | Average MPJPE (mm) | 47.4 | — | Unverified |
| 8 | Large SimpleBaseline | Average MPJPE (mm) | 44.8 | — | Unverified |
| 9 | 3D-LFM | Average MPJPE (mm) | 28.22 | — | Unverified |
| 10 | SemGAN | Average MPJPE (mm) | 27.77 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ExtPose* | PCK@0.05 (New Days) All | 59.6 | — | Unverified |
| 2 | HaMeR* | PCK@0.05 (New Days) All | 51.6 | — | Unverified |
| 3 | Hamba | PCK@0.05 (New Days) All | 48.7 | — | Unverified |
| 4 | MaskHand | PCK@0.05 (New Days) All | 48.7 | — | Unverified |
| 5 | HaMeR | PCK@0.05 (New Days) All | 48 | — | Unverified |
| 6 | MeshGraphormer | PCK@0.05 (New Days) All | 16.8 | — | Unverified |
| 7 | FrankMocap | PCK@0.05 (New Days) All | 16.1 | — | Unverified |
| 8 | METRO | PCK@0.05 (New Days) All | 14.7 | — | Unverified |
| 9 | HandOccNet (no param) | PCK@0.05 (New Days) All | 13.7 | — | Unverified |
| 10 | HandOccNet (param) | PCK@0.05 (New Days) All | 9.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Epipolar Transformers | MPJPE | 4.91 | — | Unverified |