3D Hand Pose Estimation on AssemblyHands Headset1 (D_syn -> D_ah)
67.93Mono-M ScoreBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineCamera pair=cam 1,2, Training Setting=Cross-dataset2024.03 | 67.93 | 60.48 | |
| S2DHandCamera pair=cam 1,2, Training Setting=Cross-dataset2024.03 | 63.46 | 59.32 | |
| BaselineCamera pair=cam 2,4, Training Setting=Cross-dataset2024.03 | 59.44 | 54.32 | |
| BaselineCamera pair=cam 1,3, Training Setting=Cross-dataset2024.03 | 57.79 | 51.42 | |
| ADDASF (Source-Free)=false, backbone=DetNet2024.03 | 56.9 | 48.48 | |
| Source Only2024.03 | 56.18 | 50.59 | |
| BaselineCamera pair=Overall, Training Setting=Cross-dataset2024.03 | 56.18 | 50.59 | |
| DAGENSF (Source-Free)=false, backbone=DetNet2024.03 | 55.37 | 49.72 | |
| SFDAHPESF (Source-Free)=true, backbone=DetNet2024.03 | 54.06 | 49.11 | |
| BaselineCamera pair=cam 2,3, Training Setting=Cross-dataset2024.03 | 53.36 | 48.42 | |
| BaselineCamera pair=cam 1,4, Training Setting=Cross-dataset2024.03 | 52.71 | 46.55 | |
| RegDASF (Source-Free)=false, backbone=DetNet2024.03 | 51.41 | 47.85 | |
| S2DHandCamera pair=cam 1,3, Training Setting=Cross-dataset2024.03 | 50.84 | 47.55 | |
| S2DHandCamera pair=cam 2,4, Training Setting=Cross-dataset2024.03 | 50.59 | 49.41 | |
| S2DHandSF (Source-Free)=true, backbone=DetNet2024.03 | 48.44 | 45.92 | |
| S2DHandCamera pair=Overall, Training Setting=Cross-dataset2024.03 | 48.44 | 45.92 | |
| S2DHandCamera pair=cam 1,4, Training Setting=Cross-dataset2024.03 | 46.05 | 42.5 | |
| BaselineCamera pair=cam 3,4, Training Setting=Cross-dataset2024.03 | 45.82 | 42.34 | |
| Fine-tunelabels from target dataset needed=true2024.03 | 45.03 | 38.11 | |
| BaselineCamera pair=cam 1,2, Training Setting=In-dataset2024.03 | 43 | 39.2 | |
| S2DHandCamera pair=cam 2,3, Training Setting=Cross-dataset2024.03 | 40.26 | 39.32 | |
| S2DHandCamera pair=cam 3,4, Training Setting=Cross-dataset2024.03 | 39.46 | 37.43 | |
| S2DHandCamera pair=cam 1,2, Training Setting=In-dataset2024.03 | 31.01 | 31.36 | |
| BaselineCamera pair=cam 1,3, Training Setting=In-dataset2024.03 | 25 | 23.29 | |
| BaselineCamera pair=Overall, Training Setting=In-dataset2024.03 | 24.96 | 22.67 | |
| BaselineCamera pair=cam 1,4, Training Setting=In-dataset2024.03 | 24.9 | 22.7 | |
| BaselineCamera pair=cam 2,4, Training Setting=In-dataset2024.03 | 22.09 | 19.84 | |
| S2DHandCamera pair=cam 1,4, Training Setting=In-dataset2024.03 | 20.88 | 20.87 | |
| S2DHandCamera pair=Overall, Training Setting=In-dataset2024.03 | 20.16 | 19.98 | |
| S2DHandCamera pair=cam 1,3, Training Setting=In-dataset2024.03 | 19.73 | 19.92 | |
| S2DHandCamera pair=cam 2,4, Training Setting=In-dataset2024.03 | 17.98 | 17.75 | |
| BaselineCamera pair=cam 2,3, Training Setting=In-dataset2024.03 | 17.96 | 15.23 | |
| BaselineCamera pair=cam 3,4, Training Setting=In-dataset2024.03 | 16.83 | 15.77 | |
| S2DHandCamera pair=cam 3,4, Training Setting=In-dataset2024.03 | 16.36 | 15.55 | |
| S2DHandCamera pair=cam 2,3, Training Setting=In-dataset2024.03 | 14.97 | 14.44 |