UniEditBench (Image) - Structural Fidelity: leaderboard
Metric: Structural fidelity score (1-5): the edit keeps the source image's layout and identity; 633 image-editing samples over nine operations, each edit scored on a 1-5 Likert scale by the authors' Qwen3-VL-8B evaluator distilled from Qwen3-VL-235B-A22B (the second entry of each 4B/8B cell); higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | UniEditBench Hunyuan (checkpoint unspecified) | 4.69 |
| 2 | FLUX.1-Kontext-dev | 4.63 |
| 3 | DreamOmni2 | 4.56 |
| 4 | Qwen-Image-Edit | 4.53 |
| 5 | Step1X-Edit | 4.47 |
| 6 | OmniGen2 | 4.38 |
| 7 | UniWorld-V2 | 4.3 |
| 8 | ICEdit | 4.25 |
| 9 | BAGEL-7B-MoT | 4.17 |
| 10 | BAGEL-7B-MoT (Thinking) | 4.14 |
Interactive version: theaggregate.ai/benchmark?slug=unieditbench-image-structural-fidelity · How It Works · Data refreshed daily, snapshot 2026-10-07.