Reasoning-based image editing on RISE-Bench 52 (test)
41.2Temporal ScoreNano Banana Pro
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Nano Banana ProCategory=Proprietary Models2026.06 | 41.2 | 61.1 | 48 | 37.6 | 47.2 | |
| InterleaveThinkerBase Model=FLUX.2-klein-9B2026.06 | 36.5 | 33.3 | 34 | 10.6 | 28.9 | |
| GPT-Image-1Category=Proprietary Models2026.06 | 34.1 | 32.2 | 37 | 10.6 | 28.9 | |
| InterleaveThinkerBase Model=Qwen-Image-Edit-25112026.06 | 27.1 | 38.9 | 39 | 12.9 | 30 | |
| Nano BananaCategory=Proprietary Models2026.06 | 25.9 | 47.8 | 37 | 18.8 | 32.8 | |
| Qwen-Image-Edit-2511Category=Open-source Models2026.06 | 21.2 | 18.9 | 31 | 4.7 | 19.4 | |
| Seedream-4.0Category=Proprietary Models2026.06 | 12.9 | 12.2 | 11 | 7.1 | 10.8 | |
| FLUX.2-klein-9BCategory=Open-source Models2026.06 | 7.1 | 13.3 | 24 | 7.1 | 13.3 | |
| BAGELCategory=Open-source Models, CoT=true2026.06 | 5.9 | 17.8 | 21 | 1.2 | 11.9 | |
| Qwen-Image-EditCategory=Open-source Models2026.06 | 4.7 | 10 | 17 | 2.4 | 8.9 | |
| BAGELCategory=Open-source Models, CoT=false2026.06 | 2.4 | 5.6 | 14 | 1.2 | 6.1 | |
| FLUX.1-Kontext-DevCategory=Open-source Models2026.06 | 2.3 | 5.5 | 13 | 1.2 | 5.8 | |
| Ovis-U1Category=Open-source Models2026.06 | 1.2 | 3.3 | 4 | 2.4 | 2.8 | |
| Step1X-EditCategory=Open-source Models2026.06 | 0 | 2.2 | 2 | 3.5 | 1.9 |