PaintBench - Structural Manipulation: leaderboard
PaintBench mIoU (%) averaged over its five structural manipulation tasks (construction, removal, copying, borders and cropping); edits are scored pixel by pixel against the single correct image, higher is better (NYU, 2026).
Metric: mIoU (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 11 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-Image-2 | 24.5 | |
| 2 | Nano-Banana-2 | 22.7 | |
| 3 | Nano Banana | 14 | |
| 4 | Qwen-Image-Edit-2511 | 10.3 | |
| 5 | BAGEL-7B-MoT | 10 | #5515 |
| 6 | FLUX.2-dev | 8.2 | |
| 7 | FLUX.1-Kontext-dev | 7.9 | |
| 8 | FLUX.2-klein-9B | 7.2 | |
| 9 | LongCat-Image-Edit | 7.1 | |
| 10 | InstructPix2Pix | 0.9 |
Interactive version: theaggregate.ai/benchmark?slug=paintbench-structural-manipulation · How It Works · Data refreshed daily, snapshot 2026-11-12.