Concept Unlearning on MMA-Diffusion
96.8MMA-DiffusionSD-v1.5
Evaluation Results
| Method | Links | |
|---|---|---|
| SD-v1.5Weights Modification=-, Training-Free=-, Preservation integrated=-2026.02 | 96.8 | |
| SLD-MediumWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 94.2 | |
| SLD-StrongWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 92 | |
| SDIDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 90.7 | |
| ESDWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 87.3 | |
| UCEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 86.7 | |
| CAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 85.5 | |
| SLD-MaxWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 83.7 | |
| RECEWeights Modification=Yes, Training-Free=Yes, Preservation integrated=Yes2026.02 | 67.5 | |
| SAFREEWeights Modification=No, Training-Free=Yes, Preservation integrated=Yes2026.02 | 58.5 | |
| MACEWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 37.7 | |
| SalUnWeights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 26.4 | |
| SAWeights Modification=Yes, Training-Free=No, Preservation integrated=No2026.02 | 20.5 | |
| Concept CorrectorsWeights Modification=No, Training-Free=Yes, Preservation integrated=No2026.02 | 19.3 | |
| TRUST (CSR loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 7.7 | |
| TRUST (CIP loss)Weights Modification=Yes, Training-Free=No, Preservation integrated=Yes2026.02 | 6.2 |