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Model Inversion on CelebA (Top-5 Attack Acc, FID)

17.8FIDPIPE
11.34854.89998.45142.001Oct 29, 2025

Evaluation results

MethodLinks
PIPEProt scheme=Unprotected2025.1017.8——
PIPEProt scheme=Facial-FE E82025.1018.5——
PIPEProt scheme=Snapper-FE2025.1018.5——
PIPEProt scheme=Facial-FE Leech Rand2025.1019.1——
PIPEProt scheme=Facial-FE Leech2025.1019.5——
KEDMIProt scheme=Facial-FE E82025.1042.1——
KEDMIProt scheme=Unprotected2025.1046.4——
KEDMIProt scheme=Facial-FE Leech2025.1050.7——
KEDMIProt scheme=Facial-FE Leech Rand2025.1054.3——
BobProt scheme=Facial-FE Leech2025.1055.3——
BobProt scheme=Unprotected2025.1057.6——
BobProt scheme=Facial-FE Leech Rand2025.1057.7——
BobProt scheme=Facial-FE E82025.1057.9——
GMIProt scheme=Unprotected2025.1058.4——
KEDMIProt scheme=Snapper-FE2025.1058.5——
GMIProt scheme=Facial-FE E82025.1059.1——
GMIProt scheme=Facial-FE Leech2025.1060.6——
GMIProt scheme=Facial-FE Leech Rand2025.1062.4——
GMIProt scheme=Snapper-FE2025.10101.6——
BobProt scheme=Snapper-FE2025.10179.1——