Style Unlearning on UnlearnCanvas
0.9996UAFADE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FADETime (s)=2025.68, Memory (GB)=20.57, Storage (GB)=0.032026.02 | 0.9996 | 0.9945 | 0.9816 | 54.36 | |
| ESDTime (s)=6163, Memory (GB)=17.8, Storage (GB)=4.32026.02 | 0.9858 | 0.8097 | 0.9396 | 65.55 | |
| ESD2026.03 | 0.9858 | 0.8097 | 0.9396 | — | |
| ESDMemory (GB)=17.8, Storage (GB)=4.32025.09 | 0.9858 | 0.8097 | 0.9396 | — | |
| UCETime (s)=434, Memory (GB)=5.1, Storage (GB)=1.72026.02 | 0.984 | 0.6022 | 0.4771 | 182.01 | |
| UCE2026.03 | 0.984 | 0.6022 | 0.4771 | — | |
| UCEMemory (GB)=5.1, Storage (GB)=1.72025.09 | 0.984 | 0.6022 | 0.4771 | — | |
| SurgUnBackbone=SD v1.52026.03 | 0.9779 | 0.9025 | 0.9583 | — | |
| SurgUnBackbone=SDXL2026.03 | 0.9696 | 0.8921 | 0.9586 | — | |
| SAEmnesiaMemory (GB)=2.8, Storage (GB)=0.22025.09 | 0.966 | 0.9867 | 0.993 | — | |
| SHSTime (s)=1223, Memory (GB)=31.2, Storage (GB)=42026.02 | 0.9584 | 0.8042 | 0.4327 | 119.34 | |
| SHS2026.03 | 0.9584 | 0.8042 | 0.4327 | — | |
| SHSMemory (GB)=31.2, Storage (GB)=4.02025.09 | 0.9584 | 0.8042 | 0.4327 | — | |
| SAeUronTime (s)=62.15, Memory (GB)=2.8, Storage (GB)=0.22026.02 | 0.958 | 0.991 | 0.994 | 94.03 | |
| SAeUron2026.03 | 0.958 | 0.991 | 0.994 | — | |
| SAeUronMemory (GB)=2.8, Storage (GB)=0.22025.09 | 0.958 | 0.991 | 0.994 | — | |
| SurgUnBackbone=SANA2026.03 | 0.9487 | 0.8621 | 0.9233 | — | |
| EDiffTime (s)=1567, Memory (GB)=27.8, Storage (GB)=42026.02 | 0.9242 | 0.7391 | 0.9893 | 81.42 | |
| EDiff2026.03 | 0.9242 | 0.7391 | 0.9893 | — | |
| EDiffMemory (GB)=27.8, Storage (GB)=4.02025.09 | 0.9242 | 0.7391 | 0.9893 | — | |
| FMNTime (s)=350, Memory (GB)=17.9, Storage (GB)=4.22026.02 | 0.8848 | 0.5677 | 0.466 | 131.37 | |
| FMN2026.03 | 0.8848 | 0.5677 | 0.466 | — | |
| FMNMemory (GB)=17.9, Storage (GB)=4.22025.09 | 0.8848 | 0.5677 | 0.466 | — | |
| SlugTime (s)=39, Memory (GB)=3.61, Storage (GB)=0.042026.02 | 0.8629 | 0.8459 | 0.8843 | 75.97 | |
| SaLUnTime (s)=667, Memory (GB)=30.8, Storage (GB)=42026.02 | 0.8626 | 0.9039 | 0.9508 | 61.05 | |
| SalUn2026.03 | 0.8626 | 0.9039 | 0.9508 | — | |
| SalUnMemory (GB)=30.8, Storage (GB)=4.02025.09 | 0.8626 | 0.9039 | 0.9508 | — | |
| SPMTime (s)=29700, Memory (GB)=6.9, Storage (GB)=42026.02 | 0.6094 | 0.9239 | 0.8433 | 59.79 | |
| SPM2026.03 | 0.6094 | 0.9239 | 0.8433 | — | |
| SPMMemory (GB)=6.9, Storage (GB)=0.02025.09 | 0.6094 | 0.9239 | 0.8433 | — | |
| CATime (s)=734, Memory (GB)=10.1, Storage (GB)=4.22026.02 | 0.6082 | 0.9601 | 0.927 | 54.21 | |
| CA2026.03 | 0.6082 | 0.9601 | 0.927 | — | |
| CAMemory (GB)=10.1, Storage (GB)=4.22025.09 | 0.6082 | 0.9601 | 0.927 | — | |
| SEOTTime (s)=95, Memory (GB)=7.34, Storage (GB)=02026.02 | 0.569 | 0.9468 | 0.8431 | 62.38 | |
| SEOT2026.03 | 0.569 | 0.9468 | 0.8431 | — | |
| SEOTMemory (GB)=7.34, Storage (GB)=0.02025.09 | 0.569 | 0.9468 | 0.8431 | — |