Multi-object motion control on MoveBench multi-object 1.0 (test)
26.1FIDUniCaMo
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniCaMo2026.07 | 26.1 | 215.2 | 18.15 | 0.72 | 1.92 | |
| Wan-Move + TAPIP3D trackstracking_input=TAPIP3D tracks2026.07 | 27.6 | 294.8 | 16.5 | 0.65 | 2.14 | |
| Wan-Moveobject_count=multi-object2025.12 | 28.8 | 226.3 | 16.7 | 0.62 | 2.2 | |
| Wan-Move2026.07 | 28.8 | 226.3 | 16.7 | 0.62 | 2.2 | |
| Go-with-the-Flow2026.07 | 35.7 | 399.4 | 16.9 | 0.6 | 3.71 | |
| Toraobject_count=multi-object2025.12 | 53.2 | 350 | 14.5 | 0.54 | 3.5 | |
| Tora2026.07 | 53.2 | 350 | 14.5 | 0.54 | 3.5 | |
| ImageConductorobject_count=multi-object2025.12 | 77.5 | 764.5 | 13.9 | 0.51 | 9.8 | |
| ImageConductor2026.07 | 77.5 | 764.5 | 13.9 | 0.51 | 9.8 |