WBench - Video Quality: leaderboard
Metric: Score (0-100): the mean of six video-quality metrics (aesthetic, imaging, flickering, dynamic degree, smoothness, HPSv3), on the 158 navigation cases, multi-turn generation, each model under its own text, camera or action control; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seedance 1.5 | 82.1 |
| 2 | Wan 2.7 | 81.5 |
| 3 | Kling 3.0 | 81.4 |
| 4 | LingBot-World | 78.9 |
| 5 | HY-World 1.5 | 78.1 |
| 6 | YUME 1.5 | 77.6 |
| 7 | HY-Video 1.5 | 77.6 |
| 8 | Happy Oyster | 77.3 |
| 9 | LTX 2.3 | 77.1 |
| 10 | Infinite-World | 77 |
Interactive version: theaggregate.ai/benchmark?slug=wbench-video-quality · How It Works · Data refreshed daily, snapshot 2026-10-07.