Image-to-Video Generation on VBench I2V (Specific Metric Subset)
94.34Subject ConsistencyAAD-1
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AAD-1Sampling Steps (NFE)=1, Training Stage=Stage-III, Generation Category=Autoregressive2026.06 | 94.34 | 95.08 | 98.22 | 41.46 | 60.07 | 71.49 | 98.65 | 97.83 | |
| Wan 2.1 I2VSampling Steps (NFE)=100, Generation Category=Bidirectional2026.06 | 93.88 | 94.86 | 98.14 | 51.09 | 64.97 | 70.12 | 96.8 | 98.59 | |
| AAD-1Sampling Steps (NFE)=1, Training Stage=Stage-II, Generation Category=Autoregressive2026.06 | 92.14 | 92.13 | 98.04 | 50.3 | 58.64 | 69.37 | 96.56 | 95.12 | |
| Self ForcingSampling Steps (NFE)=4, Generation Category=Autoregressive2026.06 | 91.77 | 93.41 | 98.55 | 34.93 | 60.96 | 71.5 | 95.79 | 91.18 | |
| CausVidSampling Steps (NFE)=4, Generation Category=Autoregressive2026.06 | 83.45 | 89.37 | 98.61 | 33.8 | 61.55 | 70.6 | 92.91 | 83.34 |