Human Amodal Completion on OccThuman synthetic 2.0 (test)
49.47LPIPSPHAC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PHACUser Prompt=2D pose map2026.03 | 49.47 | 94.8 | 6.12 | 4.37 | 25.86 | 23.33 | |
| PHAC w/o RefinementUser Prompt=2D pose map2026.03 | 58.99 | 94.1 | 7.44 | 5.06 | 24.67 | 23.63 | |
| SDHDOUser Prompt=2D pose map2026.03 | 81.39 | 92.4 | 16.41 | 7.05 | 23.8 | 43.49 | |
| pix2gestaltUser Prompt=2D pose map, Injection via ControlNet=true2026.03 | 88.58 | 91.4 | 16.75 | 6.93 | 22.94 | 31.37 | |
| pix2gestaltUser Prompt=-2026.03 | 90.11 | 91.1 | 16.51 | 7.58 | 22.63 | 36.65 | |
| MCLDUser Prompt=UV map2026.03 | 115.9 | 83.3 | 41.11 | 18.94 | 18.37 | 53.38 | |
| PIDMUser Prompt=2D pose map2026.03 | 126.33 | 79.7 | 56.91 | 27.34 | 16.8 | 113.72 |