Model Inversion Attack

Benchmarks

Dataset Name	SOTA Method	Metric
TinyImageNet-200	DATM	Attack Accuracy37	60	4mo ago
VGGFace2	PPA	Top-1 Acc93.88	35	5mo ago
CelebA (test)	PIPE	Attack Accuracy100	30	1mo ago
CelebA (private) and FFHQ (public) (test)	KEDMI + LOMMA	Attack Accuracy77.27	24	4mo ago
CelebA	LOKT	Attack Acc93.93	18	1mo ago
Standard MI attack datasets (CelebA, Pubfig83, FFHQ, Facescrub)	LOKT	Queries (M)12.16	15	5mo ago
CelebA 64x64		Accuracy91.16	12	1mo ago
CASIA	SMILE	Acc@180.95	12	5mo ago
VGGFace	PPA	Top-1 Accuracy97.96	11	5mo ago
Facescrub	LOKT	Attack Accuracy58.6	10	1mo ago
Pubfig83	LOKT	Attack Accuracy94.4	8	5mo ago
CelebA (private) FFHQ (public) on VGG16 (test)	GMI + LOMMA	Top-5 Attack Accuracy86.33	8	4mo ago
CelebA private FFHQ public on face.evoLve (test)	KEDMI + LOMMA	Top-5 Attack Accuracy94	8	4mo ago
CelebA (private) FFHQ (public) on IR152 (test)	KEDMI + LOMMA	Top-5 Attack Accuracy92	8	4mo ago
FaceScrub (private) and FFHQ (public) 64x64 resolution (test)		Attack Accuracy91.16	7	1mo ago
LFW	PIPE	ASR (L2)99.9	5	1mo ago
Casia-Webface	PIPE	ASR (L2)100	5	1mo ago
Celeb-A	PIPE	ASR (L2)100	5	1mo ago
Model Inversion Attack Query Complexity Statistics	RLBMI	Query Steps (Step 1)0	5	5mo ago
CelebA 50 identities		Top-1 Accuracy82.71	4	2mo ago
CelebA	VMI + LOMMA	Top-5 Attack Accuracy91.02	4	4mo ago
CelebA 128x128 resolution (test)	LOKT	KNN Distance1,320.16	4	5mo ago
Facescrub (private identities)	KED-MI	Attack Accuracy0.48	4	5mo ago
Pubfig83 (private identities)	BREP-MI	Attack Accuracy0.66	4	5mo ago
CelebA private identities	KED-MI	Attack Accuracy82	4	5mo ago

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