| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| VBench I2V | VQQA | Background Consistency99.08 | 24 | 12d ago | |
| UCF101 | ISM46.6 | 21 | 23d ago | ||
| CelebV-Text | ISM72.1 | 21 | 23d ago | ||
| VBench (test) | Image Quality Score74.36 | 18 | 29d ago | ||
| VBench I2V 1.0 (test) | Animate-Anything | Subject Consistency98.76 | 13 | 1mo ago | |
| VBench | MATRIX | Motion Smoothness0.994 | 12 | 10d ago | |
| VIPSeg (test) | SG-I2V | FID77.5 | 12 | 1mo ago | |
| OpenVid-1M (val) | Teacher CFG=3.0 | FVD156.94 | 12 | 1mo ago | |
| Open-VFX (test) | P-Flow | FID-VID29.32 | 11 | 25d ago | |
| 40 diverse scenarios (test) | PhyRPR | Physical Plausibility6.84 | 10 | 1mo ago | |
| VBench I2V (test) | SAM2VideoX | Subject Consistency97.88 | 10 | 1mo ago | |
| EgoDex Eval | WorldCache | PSNR23.69 | 9 | 25d ago | |
| VBench I2V beta (test) | HunyuanVideo-I2V | Subject Consistency98.86 | 9 | 1mo ago | |
| VBench I2V Sora subset | MotionStream Teacher | Subject Consistency (I2V)98.4 | 8 | 1mo ago | |
| VBench-I2V general | CogVideoX-I2V-SAT | Subject Consistency (I2V)97.7 | 8 | 1mo ago | |
| Waymo | Pixel-to-4D | FVD30.9 | 8 | 1mo ago | |
| ConsIDVid-Bench public 1.0 | Subject Score98.47 | 8 | 1mo ago | ||
| ConsIDVid-Bench proprietary subset 1.0 | ConsID-Gen | I2V Subject Score98.31 | 8 | 1mo ago | |
| Wan 14B 2.2 | Wan 2.2 14B (Full Attention) | Image Quality Score0.704 | 7 | 1mo ago | |
| WanX-TI2V | I2V Subject Score0.961 | 7 | 1mo ago | ||
| RealEstate10K | VRAG | PSNR32.21 | 7 | 4d ago | |
| Custom 27-video (test) | Motion Smoothness0.996 | 7 | 1mo ago | ||
| SeedVideoBench Audio dimension 2.0 | Seedance 2.0 | Usability Rate (Quality & Expressiveness)97.42 | 6 | 3d ago | |
| SeedVideoBench Video dimension 2.0 | Seedance 2.0 | Usability Rate (Motion Quality)87.05 | 6 | 3d ago | |
| Human Evaluation Study | P-Flow | Human Preference (%)84 | 6 | 25d ago |
