Hand-Object Manipulation Synthesis on HOI4D 1.0 (test)
0.563Pliers Pen Success RateCAMS-
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CAMS-Method Variant=ablation2023.03 | 0.563 | 91.6 | 39.3 | 59 | 99.7 | 85 | 520.4 | 100 | 98.3 | 249.4 | 75.9 | — | 15.1 | 100 | 89.3 | 180 | 93.4 | 78 | |
| GraspTTAOptimization=without optimization2023.03 | 0.555 | 77.9 | 42 | 45.4 | 99.3 | 84.9 | 521.1 | 100 | 99.7 | 485.2 | 58.6 | — | 130.9 | 100 | 86.3 | 247.6 | 87.2 | 78.2 | |
| ManipNetOptimization=without optimization2023.03 | 0.548 | 98.4 | 89.2 | 39.1 | 91.7 | 41.7 | 355 | 100 | 99.5 | 76 | 89.2 | — | 23.1 | 100 | 84.4 | 109.6 | 95.9 | 78.7 | |
| ManipNetOptimization=with optimization2023.03 | 0.387 | 89 | 73.8 | 13.1 | 83.1 | 33.3 | 276.2 | 100 | 99.4 | 45.9 | 62.2 | — | 15.6 | 100 | 86.5 | 77.9 | 86.9 | 73.3 | |
| GraspTTAOptimization=with optimization2023.03 | 0.294 | 72.7 | 32.1 | 81.2 | 99.4 | 95.9 | 470.2 | 100 | 100 | 349.6 | 64.2 | — | 124.4 | 100 | 88.6 | 211 | 87.3 | 79.1 | |
| CAMSOptimization=with optimization2023.03 | 0.004 | 100 | 100 | 8 | 99.9 | 98.9 | 90.6 | 100 | 100 | 9.8 | 91.5 | — | 1.5 | 100 | 100 | 22.1 | 98.3 | 99.7 | |
| Ground Truth2023.03 | 0 | 100 | 100 | 4.6 | 100 | 97 | 31.6 | 100 | 100 | 60.2 | 100 | — | 9 | 100 | 100 | 21.1 | 100 | 99.2 |