Image-to-Video Generation on VBench-I2V (paired-subject set)
93.1Subject Consistency ScoreReference Video
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Reference Video2026.03 | 93.1 | 98.5 | 91.3 | 97.1 | 99.6 | 82 | 46 | 67.3 | |
| PhysAlign2026.03 | 91.1 | 92.8 | 88.6 | 95.5 | 99.6 | 73 | 46.7 | 65.5 | |
| Wan2.2 I2V2026.03 | 87.9 | 91 | 82.6 | 92.2 | 97.8 | 67.6 | 41.1 | 51.6 | |
| Hunyuan I2V2026.03 | 84.2 | 89.1 | 81.4 | 91.2 | 99.3 | 34 | 45.3 | 63.5 | |
| CogVideoX-5B2026.03 | 81.6 | 87 | 77.2 | 87.6 | 98.5 | 54 | 40.6 | 63.6 |