Video Generation on Human Preference Study
1,620Body ScorePhyMotion
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PhyMotionNumber of Parameters=1.3B2026.05 | 1,620 | — | — | — | — | 1,610 | 1,632 | 1,621 | |
| Wan2.2Number of Parameters=14B2026.05 | 1,600 | — | — | — | — | 1,593 | 1,618 | 1,604 | |
| CausalNumber of Parameters=1.3B2026.05 | 1,562 | — | — | — | — | 1,546 | 1,553 | 1,553 | |
| FastWanNumber of Parameters=1.3B2026.05 | 1,526 | — | — | — | — | 1,521 | 1,528 | 1,525 | |
| WanNumber of Parameters=1.3B2026.05 | 1,429 | — | — | — | — | 1,440 | 1,411 | 1,427 | |
| EchoMotionNumber of Parameters=5B2026.05 | 1,386 | — | — | — | — | 1,403 | 1,374 | 1,387 | |
| Wan2.2Number of Parameters=5B2026.05 | 1,376 | — | — | — | — | 1,388 | 1,384 | 1,383 | |
| Attention Sink2026.03 | — | 9.2 | 6.9 | 13.8 | 10 | — | — | — | |
| LatSearch2026.03 | — | 72.15 | 75.29 | 78.51 | 75.32 | — | — | — | |
| Relax Forcing2026.03 | — | 44.6 | 65.4 | 51.5 | 53.8 | — | — | — | |
| Rolling Forcing2026.03 | — | 43.1 | 21.5 | 32.3 | 32.3 | — | — | — | |
| Self Forcing2026.03 | — | 3.1 | 6.2 | 2.3 | 3.9 | — | — | — |