VBench-I2V (I2V Score) vbench-i2v Leaderboard
VBench Image-to-Video board — I2V Score evaluates how well a generated video stays faithful to the conditioning image (subject/background consistency, camera motion) on top of video quality. · Metric: I2V Score (higher is better)
| # | Model | I2V Score | Paper |
|---|---|---|---|
| 1 | ToMoviee-2.0 | 98.46 | — |
| 2 | Dynamic-I2V-5B | 98.12 | link |
| 3 | DreamX-World-1.0 | 97.74 | link |
| 4 | JT-CV | 97.43 | link |
| 5 | CogVideoSFT | 97.18 | link |
| 6 | LTX-2-I2V (w/o prompt-optimized) | 96.53 | link |
| 7 | Steamer-I2V | 96.52 | link |
| 8 | Wan2.2-I2V-A14B (Qwen prompt-optimized) | 96.51 | link |
| 9 | Wan2.2-TI2V-5B (Qwen prompt-optimized) | 96.30 | link |
| 10 | Pi | 96.21 | link |
| 11 | Magi-1 | 96.12 | link |
| 12 | Wan2.2-I2V-A14B (w/o prompt-optimized) | 95.82 | link |
| 13 | Gen-4-I2V | 95.65 | link |
| 14 | Step-Video-TI2V | 95.50 | link |
| 15 | MUG-V | 95.37 | link |
| 16 | HunyuanVideo-I2V | 95.10 | link |
| 17 | DynamiCrafter-1024 | 95.02 | — |
| 18 | Pusa-V1.0 | 94.84 | link |
| 19 | CogVideoX-5b-I2V | 94.79 | link |
| 20 | Animate-Anything | 94.25 | — |
| 21 | DynamiCrafter-512 | 93.53 | — |
| 22 | STIV (Apple) | 93.48 | link |
| 23 | DynamiCrafter-256 | 93.02 | — |
| 24 | I2VGen-XL(trim-last-two-frames) | 92.98 | — |
| 25 | Wan2.1-I2V-14B-720P | 92.90 | link |
| 26 | DynamiCrafter-CIL-512 | 92.75 | link |
| 27 | SEINE-512x512 | 92.67 | — |
| 28 | SEINE-512x320 | 92.39 | — |
| 29 | CogVideoX1.5-5B-I2V | 92.25 | link |
| 30 | I2VGen-XL | 92.11 | — |