Memorization Detection on Stable Diffusion v2.1 (memorized and non-memorized prompts)
99.7AUCE[Delta s_phi]
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| E[Delta s_phi]baseline=null-prompt (phi), type=score-difference2026.05 | 99.7 | 96.8 | |
| E[Delta h_theta_tilde]baseline=less-trained model (theta_tilde), type=curvature-difference2026.05 | 99.6 | 96.3 | |
| E[Delta h_phi]baseline=null-prompt (phi), type=curvature-difference2026.05 | 99.5 | 95 | |
| E[Delta s_theta_tilde]baseline=less-trained model (theta_tilde), type=score-difference2026.05 | 99.3 | 96.8 | |
| E[BE-attention]type=Attention-based baseline2026.05 | 94.5 | 87.7 | |
| E[diag(-H_theta(xt, c))]type=Raw curvature baseline2026.05 | 77.5 | 0 |