Model Inversion on CelebA (Top-5 Attack Acc, FID)
17.8FIDPIPE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PIPEProt scheme=Unprotected2025.10 | 17.8 | — | — | |
| PIPEProt scheme=Facial-FE E82025.10 | 18.5 | — | — | |
| PIPEProt scheme=Snapper-FE2025.10 | 18.5 | — | — | |
| PIPEProt scheme=Facial-FE Leech Rand2025.10 | 19.1 | — | — | |
| PIPEProt scheme=Facial-FE Leech2025.10 | 19.5 | — | — | |
| KEDMIProt scheme=Facial-FE E82025.10 | 42.1 | — | — | |
| KEDMIProt scheme=Unprotected2025.10 | 46.4 | — | — | |
| KEDMIProt scheme=Facial-FE Leech2025.10 | 50.7 | — | — | |
| KEDMIProt scheme=Facial-FE Leech Rand2025.10 | 54.3 | — | — | |
| BobProt scheme=Facial-FE Leech2025.10 | 55.3 | — | — | |
| BobProt scheme=Unprotected2025.10 | 57.6 | — | — | |
| BobProt scheme=Facial-FE Leech Rand2025.10 | 57.7 | — | — | |
| BobProt scheme=Facial-FE E82025.10 | 57.9 | — | — | |
| GMIProt scheme=Unprotected2025.10 | 58.4 | — | — | |
| KEDMIProt scheme=Snapper-FE2025.10 | 58.5 | — | — | |
| GMIProt scheme=Facial-FE E82025.10 | 59.1 | — | — | |
| GMIProt scheme=Facial-FE Leech2025.10 | 60.6 | — | — | |
| GMIProt scheme=Facial-FE Leech Rand2025.10 | 62.4 | — | — | |
| GMIProt scheme=Snapper-FE2025.10 | 101.6 | — | — | |
| BobProt scheme=Snapper-FE2025.10 | 179.1 | — | — |