Video Generation on VBench (Quality, Plausibility, Temporal, Semantic, Overall)
82.52Quality ScoreCausalMotion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausalMotionModel Variant=CausalMotion2026.06 | 82.52 | 3.1 | 3.95 | 3.7 | 3.58 | |
| CausalMotion (w/o latent trajectory guidance)Model Variant=-w/o latent trajectory guidance2026.06 | 82.46 | 3.2 | 3.9 | 3.45 | 3.55 | |
| CausalMotion (w/o trajectory physical state)Model Variant=-w/o trajectory physical state2026.06 | 82.44 | 3.05 | 3.65 | 3.4 | 3.37 | |
| CausalMotion (w/o keyframe reasoning)Model Variant=-w/o keyframe reasoning2026.06 | 80.91 | 2.6 | 4.65 | 2.35 | 3.2 | |
| LTX-VideoModel Variant=LTX-Video2026.06 | 80.57 | 2.53 | 3.89 | 1.68 | 2.7 | |
| VChainModel Variant=VChain2026.06 | 78.49 | — | — | — | — | |
| Wan2.1-T2V-1.3BModel Variant=Wan2.1-T2V-1.3B2026.06 | 76.21 | 1.58 | 3.58 | 1.16 | 2.1 |