Object Manipulation on GeoEditBench
28.71PSNRCtrl&Shift
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ctrl&ShiftTranslation=true, Rotation=true, Zero-shot=true2026.02 | 28.71 | 85.23 | 90.44 | 0.112 | 17.7 | 83 | |
| Nano-BananaTranslation=true, Rotation=true, Zero-shot=true2026.02 | 26.38 | 78.05 | 85.63 | 0.145 | 24.36 | 78 | |
| VACETranslation=true, Rotation=false, Zero-shot=true2026.02 | 24.32 | 75.38 | 82.53 | 0.175 | 30.56 | 72 | |
| Qwen-Image-EditTranslation=true, Rotation=true, Zero-shot=true2026.02 | 22.72 | 61.62 | 79.77 | 0.221 | 39.56 | 52 | |
| Flux-kontextTranslation=true, Rotation=true, Zero-shot=true2026.02 | 21.57 | 57.97 | 68.35 | 0.229 | 46.76 | 47 | |
| 3DiTTranslation=true, Rotation=true, Zero-shot=true2026.02 | 20.56 | 39.16 | 57.76 | 0.28 | 51.62 | 39 | |
| Drag-AnythingTranslation=true, Rotation=false, Zero-shot=true2026.02 | 17.65 | 57.24 | 70.85 | 0.205 | 46.81 | 56 |