FilmBench (Reference-to-Video) - Aesthetic Quality: leaderboard
Metric: Aesthetic-quality axis score (0-100) on 654 reference-to-video prompts; prompts reverse-engineered from clips of award-winning films in 20 genres, scored by the authors' expert-grade evaluation agent (Cinematic Language operators plus a judge model) on a three-level cinematic taxonomy, 1-5 per sub-metric mapped to 0-100. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seedance 2.0 | 78.4 |
| 2 | HappyHorse 1.1 | 76.5 |
| 3 | HappyHorse 1.0 | 76.2 |
| 4 | Kling 3.0 Omni | 71.9 |
| 5 | Veo 3.1 | 70.8 |
| 6 | Grok Imagine Video | 69.3 |
| 7 | Vidu Q2 Pro | 68.8 |
Interactive version: theaggregate.ai/benchmark?slug=filmbench-reference-to-video-aesthetic-quality · How It Works · Data refreshed daily, snapshot 2026-09-29.