Animation2Code (Image Frames) - Appearance Similarity: leaderboard
Metric: Appearance similarity (-1 to 1; mean DreamSim cosine similarity along a DTW frame alignment; 214 test animations, zero-shot, video given as image frames sampled at 2 FPS). Source: arxiv.org. Saturation forecast: Around April 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 0.84 |
| 2 | Claude Sonnet 4.6 | 0.82 |
| 3 | Gemini 3 Flash (Preview) | 0.8 |
| 4 | Qwen 3 VL 8B Instruct | 0.7 |
| 5 | Llama 4 Scout | 0.62 |
Interactive version: theaggregate.ai/benchmark?slug=animation2code-image-frames-appearance-similarity · How It Works · Data refreshed daily, snapshot 2026-09-25.