AnimationBench - Slow In and Slow Out: leaderboard
Metric: Slow In and Slow Out: share of videos whose CoTracker speed profile of the main moving object accelerates, peaks mid-motion and decelerates (%), animation-style image-to-video generation from the AnimationBench close-set suite (fixed source images and prompts, about 30 videos per dimension per model), scored by a fixed numerical heuristic; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Veo 3.1 | 88.8 |
| 2 | Seedance 2.0 | 86.67 |
| 3 | Kling 2.6 | 80 |
| 4 | Seedance 1.0 Pro | 73.2 |
| 5 | Wan2.2-I2V-A14B | 63.76 |
| 6 | Sora 2 Pro | 61.2 |
| 7 | HunyuanVideo-1.5 | 55.76 |
| 8 | FramePack | 42.22 |
Interactive version: theaggregate.ai/benchmark?slug=animationbench-slow-in-and-slow-out · How It Works · Data refreshed daily, snapshot 2026-10-07.