Text-to-Image Generation on Benign Prompts
54.72FIDUntarget
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UntargetCore Security Paradigm=Concept-Bound (Ours)2026.03 | 54.72 | 30.45 | |
| DreamBoothCore Security Paradigm=Baseline2026.03 | 55.81 | 31.5 | |
| DreamBooth + Post-hoc WM (HiDDeN)Core Security Paradigm=Baseline2026.03 | 56.01 | — | |
| TargetCore Security Paradigm=Concept-Bound (Ours)2026.03 | 57.04 | 31.47 | |
| ESD(Erasing Concept)Core Security Paradigm=Global Erasure2026.03 | 57.18 | 29.86 | |
| ConditioningCore Security Paradigm=Concept-Bound (Ours)2026.03 | 57.71 | 30.26 | |
| SLDCore Security Paradigm=Global Guidance2026.03 | 60.97 | 30.77 |