TextSculpt-Bench - Background Preservation: leaderboard
Metric: Background preservation (SSIM x 100, -100 to 100): SSIM between source and edited image outside all detected text regions, over 800 TextSculpt-Bench text-editing tasks (200 each of addition, removal, replacement and hybrid editing) on Pexels photos and generated posters, default model settings; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Bagel | 77 |
| 2 | Qwen-Image-Edit-2511 | 76 |
| 3 | Step1X-Edit | 73 |
| 4 | FireRed-Image-Edit-1.0 | 73 |
| 5 | Gemini-2.5-Flash-Image | 72 |
| 6 | OmniGen2 | 67 |
| 7 | LongCat-Image-Edit | 67 |
| 8 | Seedream 4.0 | 63 |
| 9 | Seedream 4.5 | 63 |
Interactive version: theaggregate.ai/benchmark?slug=textsculpt-bench-background-preservation · How It Works · Data refreshed daily, snapshot 2026-10-07.