3D Hand Pose Estimation on AssemblyHands D_syn -> D_ah (Headset2)
70.32Mono-MBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineCamera pair=cam 1,2, Training Setting=Cross-dataset2024.03 | 70.32 | 62.26 | |
| S2DHandCamera pair=cam 1,2, Training Setting=Cross-dataset2024.03 | 70.09 | 60.97 | |
| BaselineCamera pair=cam 1,3, Training Setting=Cross-dataset2024.03 | 64 | 60.25 | |
| S2DHandCamera pair=cam 1,3, Training Setting=Cross-dataset2024.03 | 61.81 | 58.34 | |
| BaselineCamera pair=cam 2,4, Training Setting=Cross-dataset2024.03 | 61.13 | 57.41 | |
| Source Only2024.03 | 58.74 | 54.72 | |
| BaselineCamera pair=Overall, Training Setting=Cross-dataset2024.03 | 58.74 | 54.72 | |
| ADDASF (Source-Free)=false, backbone=DetNet2024.03 | 57.87 | 51.39 | |
| DAGENSF (Source-Free)=false, backbone=DetNet2024.03 | 57.62 | 53.17 | |
| SFDAHPESF (Source-Free)=true, backbone=DetNet2024.03 | 57.22 | 53.39 | |
| RegDASF (Source-Free)=false, backbone=DetNet2024.03 | 54.75 | 51.5 | |
| BaselineCamera pair=cam 1,2, Training Setting=In-dataset2024.03 | 54.71 | 52.38 | |
| BaselineCamera pair=cam 1,4, Training Setting=Cross-dataset2024.03 | 54.32 | 50.57 | |
| S2DHandSF (Source-Free)=true, backbone=DetNet2024.03 | 53.11 | 50.37 | |
| S2DHandCamera pair=Overall, Training Setting=Cross-dataset2024.03 | 53.11 | 50.37 | |
| BaselineCamera pair=cam 2,3, Training Setting=Cross-dataset2024.03 | 52.84 | 48.84 | |
| S2DHandCamera pair=cam 2,4, Training Setting=Cross-dataset2024.03 | 52.45 | 51.48 | |
| BaselineCamera pair=cam 3,4, Training Setting=Cross-dataset2024.03 | 49.84 | 48.99 | |
| Fine-tunelabels from target dataset needed=true2024.03 | 47.75 | 42.19 | |
| S2DHandCamera pair=cam 1,4, Training Setting=Cross-dataset2024.03 | 46.59 | 45.66 | |
| S2DHandCamera pair=cam 1,2, Training Setting=In-dataset2024.03 | 45.52 | 45.14 | |
| S2DHandCamera pair=cam 3,4, Training Setting=Cross-dataset2024.03 | 44.04 | 42.88 | |
| S2DHandCamera pair=cam 2,3, Training Setting=Cross-dataset2024.03 | 43.61 | 42.88 | |
| BaselineCamera pair=Overall, Training Setting=In-dataset2024.03 | 25.72 | 23.75 | |
| BaselineCamera pair=cam 2,4, Training Setting=In-dataset2024.03 | 23.24 | 20.96 | |
| BaselineCamera pair=cam 1,3, Training Setting=In-dataset2024.03 | 22.59 | 21.08 | |
| S2DHandCamera pair=Overall, Training Setting=In-dataset2024.03 | 21.67 | 21.25 | |
| BaselineCamera pair=cam 3,4, Training Setting=In-dataset2024.03 | 19.93 | 18.08 | |
| S2DHandCamera pair=cam 3,4, Training Setting=In-dataset2024.03 | 19.25 | 17.8 | |
| S2DHandCamera pair=cam 2,4, Training Setting=In-dataset2024.03 | 18.31 | 18.41 | |
| S2DHandCamera pair=cam 1,3, Training Setting=In-dataset2024.03 | 17.9 | 17.68 | |
| BaselineCamera pair=cam 2,3, Training Setting=In-dataset2024.03 | 17.1 | 15.08 | |
| BaselineCamera pair=cam 1,4, Training Setting=In-dataset2024.03 | 16.73 | 14.91 | |
| S2DHandCamera pair=cam 1,4, Training Setting=In-dataset2024.03 | 14.64 | 14.29 | |
| S2DHandCamera pair=cam 2,3, Training Setting=In-dataset2024.03 | 14.42 | 14.2 |