PhysEditBench - Roughness: leaderboard
Metric: Roughness RMSE on the 0-1 scale against the reference roughness map, direct RGB-to-map prompt, OpenRooms-FF (1,125 images); prompted image editors on the paper main-axis split (indoor OpenRooms-FF and InteriorVerse scenes; official access settings of Appendix Table 19); task-specific specialist models are reference rows, not published; lower is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-Image-2 | 0.32 |
| 2 | doubao-seedream-5-0-260128 | 0.36 |
| 3 | GPT-Image-1.5 | 0.38 |
| 4 | Qwen-Image-2.0 | 0.38 |
Interactive version: theaggregate.ai/benchmark?slug=physeditbench-roughness · How It Works · Data refreshed daily, snapshot 2026-10-07.