| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| VBench | WAN2.1 | Quality Score86.67 | 126 | 2mo ago | |
| UCF-101 (test) | MAGVIT-L-CG | Inception Score89.27 | 105 | 3mo ago | |
| VBench 5s | LongLive | Quality Score86.97 | 73 | 13d ago | |
| nuScenes (val) | Dream4Drive | FVD31.84 | 72 | 1mo ago | |
| UCF101 | GLOBER | FVD151.5 | 68 | 2mo ago | |
| VBench (test) | ERNIE 5.0 | Semantic Score83.4 | 66 | 8d ago | |
| OpenVFX (test) | Video2LoRA | FVD1,005 | 64 | 2mo ago | |
| Physics-IQ | MAGI-1 + WMReward(∇+BoN) * | Phys. IQ Score62 | 63 | 6d ago | |
| VideoPhy | VideoREPA-5B | SA (%)72 | 50 | 8d ago | |
| VBench 2.0 (test) | Wan2.1 1.3B* + ReHyAt | Total Score83.79 | 49 | 23d ago | |
| VBench Long | StableWorld + Open-Oasis | Motion Smoothness99.62 | 49 | 8d ago | |
| VBench | Lance | Total Score85.11 | 42 | 6d ago | |
| MSRVTT (val) | MCM | FVD414 | 40 | 3mo ago | |
| short videos 81-frames 240 prompts | Kandinsky 5 pro | Total Score7.35 | 38 | 3mo ago | |
| VBench | EgoHOI | Motion Smoothness99.4 | 37 | 19d ago | |
| Moviegen (full) | FlowCache | Peak VRAM11.11 | 33 | 2mo ago | |
| CausVid | PolarQuant | LPIPS0.0369 | 30 | 13d ago | |
| UCF-101 | MAGVITv2 | FVD58 | 30 | 1mo ago | |
| Storyeval (full) | FlowCache | Composite Score7.68 | 28 | 2mo ago | |
| EvalCrafter | Wan + SCMAPR | Visual Quality Score70.23 | 28 | 1mo ago | |
| VideoAlign | DMD2 | VQ Score8.47 | 26 | 5d ago | |
| VBench 2.0 | PhyMotion | Human Fidelity0.951 | 26 | 19d ago | |
| VBench | ReCamMaster | Motion Smoothness99.28 | 23 | 13d ago | |
| Taichi 256x256 (test) | GriDiT | Sampling Time (s)4.8 | 22 | 3mo ago | |
| Kinetics-600 | DFoT | FVD4.3 | 22 | 2mo ago |
