PhysEditBench - Normals: leaderboard
Metric: Acc@22.5 times 100 (%): share of pixels whose predicted surface normal is within 22.5 degrees of the reference, three fixed RGB-normal exemplar pairs in the prompt, source-balanced; 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; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 2 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-Image-1.5 | 20.4 |
| 2 | doubao-seedream-5-0-260128 | 13.2 |
Interactive version: theaggregate.ai/benchmark?slug=physeditbench-normals · How It Works · Data refreshed daily, snapshot 2026-10-07.