PaintBench - Geometric Transformation: leaderboard
PaintBench mIoU (%) averaged over its five geometric transformation tasks (translation, rotation, reflection, scaling and shearing); 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 | 11.1 | |
| 2 | Nano Banana | 6.2 | |
| 3 | Nano-Banana-2 | 6.1 | |
| 4 | Qwen-Image-Edit-2511 | 3.4 | |
| 5 | FLUX.2-dev | 3.3 | |
| 6 | BAGEL-7B-MoT | 2.4 | #5515 |
| 7 | FLUX.1-Kontext-dev | 2.4 | |
| 8 | LongCat-Image-Edit | 2.2 | |
| 9 | FLUX.2-klein-9B | 1.4 | |
| 10 | HunyuanImage-3.0 | 0.1 |
Interactive version: theaggregate.ai/benchmark?slug=paintbench-geometric-transformation · How It Works · Data refreshed daily, snapshot 2026-11-12.