Visual Anonymization on CelebA-RAG
1.8DARID-Decoupled MRAG
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID-Decoupled MRAGMethod Variant=DDPM, Steps=502026.04 | 1.8 | 1.95 | 86.4 | 2.8 | 10.1 | 0.075 | 845 | — | — | — | — | — | — | — | |
| ID-Decoupled MRAGMethod Variant=LCM, Steps=42026.04 | 2.8 | 1.85 | 85.4 | 3.5 | 11.2 | 0.082 | 42.3 | — | — | — | — | — | — | — | |
| iFADIT-RAG2026.04 | 10.5 | 1.28 | 78.1 | 5.1 | 15.3 | 0.165 | 115 | — | — | — | — | — | — | — | |
| StyleID-RAG2026.04 | 12.8 | 1.22 | 75.4 | 6.3 | 19.2 | 0.188 | 95 | — | — | — | — | — | — | — | |
| NullFace-RAG2026.04 | 14.3 | 1.18 | 72.9 | 6.8 | 24.5 | 0.194 | 45 | — | — | — | — | — | — | — | |
| CIAGAN-RAG2026.04 | 21.4 | 1.05 | 68.7 | 7.9 | 28.1 | 0.215 | 35 | — | — | — | — | — | — | — | |
| DP-Pix2026.04 | 29.2 | 0.94 | 54.1 | 14.2 | 92.3 | 0.38 | 2.5 | — | — | — | — | — | — | — | |
| Blur-RAGk (Kernel size)=312026.04 | 42.1 | 0.81 | 49.3 | 16.4 | 88.7 | 0.421 | 1.2 | — | — | — | — | — | — | — | |
| Raw-RAGMethod Variant=Oracle2026.04 | 99.4 | 0 | 88.2 | 0 | 0 | 0 | 0 | — | — | — | — | — | — | — | |
| Blur-RAG2026.04 | — | — | — | — | — | — | — | 42.1 | 45.3 | 48.7 | — | — | 58.6 | 48.6 | |
| CIAGAN-RAG2026.04 | — | — | — | — | — | — | — | 21.4 | 24.5 | 26.1 | 42.1 | 65.4 | 46.8 | 37.7 | |
| DP-Pix2026.04 | — | — | — | — | — | — | — | 29.2 | 34.2 | 36.8 | — | — | 45.3 | 36.3 | |
| Identity-Decoupled MRAGConfiguration=LCM2026.04 | — | — | — | — | — | — | — | 2.8 | 2.9 | 3.1 | 4.2 | 11.5 | 7.9 | 5.4 | |
| iFADIT-RAG2026.04 | — | — | — | — | — | — | — | 10.5 | 11.2 | 12.8 | 24.6 | 48.9 | 29.7 | 22.9 | |
| NullFace-RAG2026.04 | — | — | — | — | — | — | — | 14.3 | 16.5 | 18.2 | — | — | 38.5 | 21.8 |