Logo-object decomposition on 1.5K Synthetic 1.0 (test)
0.43VQAScore (Logo)Cycle-Consistent Tuning
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cycle-Consistent Tuning2026.02 | 0.43 | 0.31 | 4.5 | 2.77 | 4.76 | 4.22 | 4.43 | 3.94 | 3.35 | 4.33 | 4.37 | 4.7 | 4.62 | 4.67 | 4.22 | |
| AssetDropperInpainting Model=FLUX-Fill [20]2026.02 | 0.42 | — | 4.49 | 2.87 | 4.84 | 3.84 | 4 | 3.9 | — | — | — | — | — | — | — | |
| Gemini2026.02 | 0.42 | 0.32 | 4.39 | 2.63 | 4.72 | 4.05 | 4.36 | 3.72 | 3.09 | 4.39 | 4.72 | 4.81 | 4.63 | 4.93 | 4.2 | |
| Flux-Kontext2026.02 | 0.4 | 0.32 | 3.27 | 2.73 | 3.28 | 4.17 | 4.04 | 2.8 | 2.8 | 3.75 | 4.64 | 4.75 | 4.26 | 4.94 | 3.79 | |
| ICEdit2026.02 | 0.31 | 0.31 | 1.09 | 2.7 | 1.02 | 1.56 | 2.58 | 1 | 2.35 | 3.93 | 3.88 | 3.8 | 3.42 | 3.32 | 2.55 |