Edit-Compass: leaderboard
Metric: Overall score (1-5) of image editing under English instructions, Gemini-3.1-Pro judge with rubric prompts rates instruction awareness, visual consistency and visual quality on a 1-5 scale; the per-category overall is a weighted geometric mean, set to the lowest dimension when that is at most 1; 2,388 instances in six categories (models without multi-image input print no multi-image scores); higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 29 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Nano Banana Pro | 3.99 |
| 2 | Nano Banana 2 | 3.74 |
| 3 | Wan2.7-Image | 3.23 |
| 4 | Seedream 4.5 | 3.22 |
| 5 | Qwen-Image-Edit-2511 | 2.69 |
| 6 | JoyAI-Image-Edit | 2.68 |
| 7 | EMU3.5 | 2.66 |
| 8 | LongCat-Image-Edit | 2.65 |
| 9 | FLUX.2-dev | 2.61 |
| 10 | Step1X-Edit-v1p2 | 2.58 |
Interactive version: theaggregate.ai/benchmark?slug=edit-compass · How It Works · Data refreshed daily, snapshot 2026-10-07.