Visual Instruction-Based Editing on VIBE
90.68ADOurs
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OursAccess=Open-source2026.05 | 90.68 | 94.79 | 86.53 | 84.91 | 89.23 | 83.27 | 76.68 | |
| Seedream 5.0Access=Closed-source2026.05 | 90.58 | 91.88 | 87.16 | 81.56 | 87.8 | 84.39 | 77.45 | |
| Wan 2.7 ProAccess=Closed-source2026.05 | 90.51 | 93.92 | 88.34 | 51.47 | 81.06 | 69.01 | 68.55 | |
| Qwen-Image-Edit-2511 (baseline)Access=Open-source2026.05 | 86.73 | 61.15 | 74.73 | 30.42 | 63.26 | 57.9 | 59.05 | |
| Seedream 4.5Access=Closed-source2026.05 | 83.31 | 95.26 | 84 | 48.03 | 77.65 | 70.2 | 61.28 | |
| Nano Banana ProAccess=Closed-source2026.05 | 82.17 | 94.07 | 88.26 | 74.8 | 84.83 | 80.22 | 75.48 | |
| FLUX2-devAccess=Open-source2026.05 | 64.57 | 8 | 54.4 | 5.58 | 33.14 | — | — | |
| Qwen-Image-Edit-2509Access=Open-source2026.05 | 55.28 | 14.38 | 30.13 | 14.48 | 28.57 | — | — | |
| Qwen-Image-2.0 ProAccess=Closed-source2026.05 | 45 | 60.55 | 39.12 | 36.37 | 45.26 | 35.31 | 43.26 |