Style Unlearning on Van Gogh-style
0ESDImage-only
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Image-onlyModality=Image2025.07 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text & R noiseModality=Text & Noise2025.07 | 8 | 14 | 18 | 12 | 16 | 28 | 38 | 38 | 10 | 80 | 26.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text & ImageModality=Text & Image2025.07 | 10 | 18 | 42 | 10 | 24 | 32 | 42 | 74 | 24 | 96 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WACE-CStrategy=WACE-C2025.07 | 14 | 34 | 86 | 8 | 28 | 50 | 72 | 88 | 4 | 96 | 48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Text-onlyModality=Text2025.07 | 26 | 50 | 82 | 24 | 72 | 74 | 52 | 98 | 20 | 98 | 59.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WACE-NStrategy=WACE-N2025.07 | 28 | 36 | 80 | 12 | 70 | 58 | 80 | 90 | 10 | 96 | 56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4D-KStrategy=P4D-K2025.07 | 56 | 72 | 90 | 86 | 82 | 100 | 62 | 94 | 62 | 98 | 80.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCE2025.07 | 78 | 66 | 100 | 86 | 94 | 88 | 46 | 98 | 16 | 100 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4D-NStrategy=P4D-N2025.07 | 88 | 88 | 100 | 86 | 96 | 98 | 90 | 100 | 74 | 100 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RECALLStrategy=Multi-modal2025.07 | 92 | 100 | 100 | 92 | 100 | 100 | 98 | 100 | 92 | 100 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnlearnDiffAtk2025.07 | 96 | 100 | 100 | 84 | 100 | 100 | 100 | 100 | 92 | 100 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMA2026.03 | — | — | — | — | — | — | — | — | — | — | — | 62.5 | 26.18 | 100 | 29.34 | 12.5 | 20.61 | 66.66 | 27.12 | 81.25 | 28.45 | 100 | 27.5 | 70.17 | 26.53 | |
| REFORGE2026.03 | — | — | — | — | — | — | — | — | — | — | — | 64.58 | 27.21 | 97.91 | 28.67 | 20.83 | 23.44 | 83.33 | 26.86 | 83.33 | 28.04 | 100 | 28.29 | 74.99 | 27.08 | |
| Ring-A-Bell2026.03 | — | — | — | — | — | — | — | — | — | — | — | 56.25 | 22.34 | 100 | 25.39 | 10.41 | 19.73 | 27.08 | 24.17 | 81.25 | 24.6 | 100 | 24.65 | 62.49 | 23.48 | |
| SneakyPrompt2026.03 | — | — | — | — | — | — | — | — | — | — | — | 14.58 | 18.12 | 62.5 | 25.61 | 8.33 | 20.72 | 27.08 | 24.54 | 37.5 | 23.17 | 64.58 | 24.42 | 35.76 | 22.76 | |
| Text2026.03 | — | — | — | — | — | — | — | — | — | — | — | 58.33 | 26.91 | 100 | 30.35 | 14.58 | 19.66 | 70.83 | 28.08 | 83.33 | 28.12 | 100 | 28.84 | 71.17 | 26.99 |