| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| VBench | MATRIX | Motion Smoothness0.994 | 28 | 7d ago | |
| VBench I2V | VQQA | Background Consistency99.08 | 24 | 20d ago | |
| UCF101 | ISM46.6 | 21 | 2mo ago | ||
| CelebV-Text | ISM72.1 | 21 | 2mo ago | ||
| StoryEval-Bench I2V | Wan2.2-I2V-A14B + TS-Attn | Human Score59.7 | 18 | 1mo ago | |
| VBench (test) | Image Quality Score74.36 | 18 | 2mo ago | ||
| VBench 1.5 (test) | HunyuanVideo-1.5 | I2V Score94.13 | 15 | 13d ago | |
| VBench I2V | DyMoS | VBench Dynamic Degree64.8 | 15 | 14d ago | |
| VBench I2V 1.0 (test) | Animate-Anything | Subject Consistency98.76 | 13 | 3mo ago | |
| VIPSeg (test) | SG-I2V | FID77.5 | 12 | 2mo ago | |
| OpenVid-1M (val) | Teacher CFG=3.0 | FVD156.94 | 12 | 3mo ago | |
| Open-VFX (test) | P-Flow | FID-VID29.32 | 11 | 2mo ago | |
| 40 diverse scenarios (test) | PhyRPR | Physical Plausibility6.84 | 10 | 3mo ago | |
| VBench I2V (test) | SAM2VideoX | Subject Consistency97.88 | 10 | 3mo ago | |
| EgoDex Eval | WorldCache | PSNR23.69 | 9 | 2mo ago | |
| VBench I2V beta (test) | HunyuanVideo-I2V | Subject Consistency98.86 | 9 | 3mo ago | |
| X-Dance | SteadyDancer | I2V Subject Score96.17 | 8 | 15d ago | |
| VBench I2V | FM (T=40) | VBench-I2V Score89.2 | 8 | 23d ago | |
| Human Evaluation 40 LLM-generated prompts 1.0 (test) | Wan2.1 | Total ELO1,114.8 | 8 | 1mo ago | |
| VBench I2V Sora subset | MotionStream Teacher | Subject Consistency (I2V)98.4 | 8 | 3mo ago | |
| VBench-I2V general | CogVideoX-I2V-SAT | Subject Consistency (I2V)97.7 | 8 | 3mo ago | |
| Waymo | Pixel-to-4D | FVD30.9 | 8 | 2mo ago | |
| ConsIDVid-Bench public 1.0 | Subject Score98.47 | 8 | 3mo ago | ||
| ConsIDVid-Bench proprietary subset 1.0 | ConsID-Gen | I2V Subject Score98.31 | 8 | 3mo ago | |
| Wan 14B 2.2 | Wan 2.2 14B (Full Attention) | Image Quality Score0.704 | 7 | 2mo ago |
