Utility Preservation on Standard Benign Prompts
31.28CLIP ScoreSD 2.1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SD 2.1Category=No Alignment2026.07 | 31.28 | 68.7 | |
| AEGISCategory=AEGIS (Ours), Base Model=SD 2.12026.07 | 31.09 | 66.68 | |
| SD 1.4Category=No Alignment2026.07 | 30.85 | 68.58 | |
| RecelerCategory=Trigger-Specific2026.07 | 30.85 | 68.58 | |
| SLD-WeakCategory=Trigger-Specific2026.07 | 30.73 | 67.81 | |
| AEGISCategory=AEGIS (Ours), Base Model=SD 1.42026.07 | 30.66 | 66.7 | |
| CADCategory=Feature Pruning2026.07 | 30.64 | 68.67 | |
| ESD-uCategory=Trigger-Specific2026.07 | 30.57 | 68.91 | |
| SafeClipCategory=Input-Space2026.07 | 30.48 | 67.3 | |
| Diff-QuickFixCategory=Trigger-Specific2026.07 | 30.47 | 68.99 | |
| SafeGuiderCategory=Input-Space2026.07 | 30.27 | 68.38 | |
| SLD-MediumCategory=Trigger-Specific2026.07 | 30.17 | 69.93 | |
| SAFREECategory=Input-Space2026.07 | 29.97 | 71.68 | |
| SDIDCategory=Trigger-Specific2026.07 | 29.95 | 84.26 | |
| SLD-StrongCategory=Trigger-Specific2026.07 | 29.44 | 72.77 | |
| UCECategory=Trigger-Specific2026.07 | 28.22 | 110.35 |