Auto-Retouch on Aether-Bench Auto 1M+ (test)
89.81Hist-MFlux.1 Kontext
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Flux.1 KontextReasoning capability=false2026.04 | 89.81 | 6.76 | 4.25 | 3.31 | 0.063 | 0.039 | 0.665 | |
| Ours-DAPO-AEReasoning capability=true2026.04 | 89.59 | 6.82 | 4.25 | 3.28 | 0.055 | 0.026 | 0.36 | |
| RSFNetReasoning capability=false2026.04 | 89.17 | 6.85 | 4.23 | 3.22 | 0.059 | 0.03 | 0.343 | |
| Ours-SFTReasoning capability=true2026.04 | 88.55 | 6.83 | 4.27 | 3.3 | 0.061 | 0.035 | 0.435 | |
| Nano BananaReasoning capability=true2026.04 | 86.39 | 6.83 | 4.26 | 3.26 | 0.088 | 0.143 | 1.547 | |
| MonetGPTReasoning capability=true2026.04 | 85.03 | 6.36 | 4.01 | 2.91 | 0.104 | 0.038 | 0.536 | |
| JarvisArtReasoning capability=true2026.04 | 81.14 | 6.34 | 4.06 | 2.6 | 0.123 | 0.043 | 0.709 | |
| Qwen-Image-2509Reasoning capability=false2026.04 | 79.65 | 6.51 | 4.02 | 2.87 | 0.12 | 0.161 | 1.523 |