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Text-to-Image Generation on Benign Prompts

54.72FIDUntarget
54.4756.157557.84559.5325Mar 14, 2026

Evaluation results

MethodLinks
UntargetCore Security Paradigm=Concept-Bound (Ours)2026.0354.7230.45
DreamBoothCore Security Paradigm=Baseline2026.0355.8131.5
DreamBooth + Post-hoc WM (HiDDeN)Core Security Paradigm=Baseline2026.0356.01—
TargetCore Security Paradigm=Concept-Bound (Ours)2026.0357.0431.47
ESD(Erasing Concept)Core Security Paradigm=Global Erasure2026.0357.1829.86
ConditioningCore Security Paradigm=Concept-Bound (Ours)2026.0357.7130.26
SLDCore Security Paradigm=Global Guidance2026.0360.9730.77