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ResearchFormerly WizWand

Utility Preservation on Standard Benign Prompts

31.28CLIP ScoreSD 2.1
28.097628.923829.7530.5762Jul 7, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SD 2.1Category=No Alignment2026.0731.2868.7
AEGISCategory=AEGIS (Ours), Base Model=SD 2.12026.0731.0966.68
SD 1.4Category=No Alignment2026.0730.8568.58
RecelerCategory=Trigger-Specific2026.0730.8568.58
SLD-WeakCategory=Trigger-Specific2026.0730.7367.81
AEGISCategory=AEGIS (Ours), Base Model=SD 1.42026.0730.6666.7
CADCategory=Feature Pruning2026.0730.6468.67
ESD-uCategory=Trigger-Specific2026.0730.5768.91
SafeClipCategory=Input-Space2026.0730.4867.3
Diff-QuickFixCategory=Trigger-Specific2026.0730.4768.99
SafeGuiderCategory=Input-Space2026.0730.2768.38
SLD-MediumCategory=Trigger-Specific2026.0730.1769.93
SAFREECategory=Input-Space2026.0729.9771.68
SDIDCategory=Trigger-Specific2026.0729.9584.26
SLD-StrongCategory=Trigger-Specific2026.0729.4472.77
UCECategory=Trigger-Specific2026.0728.22110.35