Model Inversion Attack

Benchmarks

Dataset Name	SOTA Method	Metric
TinyImageNet-200	DATM	Attack Accuracy37	60	3mo ago
VGGFace2	PPA	Top-1 Acc93.88	35	3mo ago
CelebA (private) and FFHQ (public) (test)	KEDMI + LOMMA	Attack Accuracy77.27	24	3mo ago
CelebA	LOKT	Attack Acc93.93	18	1d ago
Standard MI attack datasets (CelebA, Pubfig83, FFHQ, Facescrub)	LOKT	Queries (M)12.16	15	3mo ago
CelebA 64x64		Accuracy91.16	12	1d ago
CASIA	SMILE	Acc@180.95	12	3mo ago
VGGFace	PPA	Top-1 Accuracy97.96	11	3mo ago
CelebA (test)	KEDMI	Attack Accuracy74	10	3mo ago
Facescrub	LOKT	Attack Accuracy58.6	10	1d ago
Pubfig83	LOKT	Attack Accuracy94.4	8	3mo ago
CelebA (private) FFHQ (public) on VGG16 (test)	GMI + LOMMA	Top-5 Attack Accuracy86.33	8	3mo ago
CelebA private FFHQ public on face.evoLve (test)	KEDMI + LOMMA	Top-5 Attack Accuracy94	8	3mo ago
CelebA (private) FFHQ (public) on IR152 (test)	KEDMI + LOMMA	Top-5 Attack Accuracy92	8	3mo ago
FaceScrub (private) and FFHQ (public) 64x64 resolution (test)		Attack Accuracy91.16	7	1d ago
Model Inversion Attack Query Complexity Statistics	RLBMI	Query Steps (Step 1)0	5	3mo ago
CelebA 50 identities		Top-1 Accuracy82.71	4	16d ago
CelebA	VMI + LOMMA	Top-5 Attack Accuracy91.02	4	3mo ago
CelebA 128x128 resolution (test)	LOKT	KNN Distance1,320.16	4	3mo ago
Facescrub (private identities)	KED-MI	Attack Accuracy0.48	4	3mo ago
Pubfig83 (private identities)	BREP-MI	Attack Accuracy0.66	4	3mo ago
CelebA private identities	KED-MI	Attack Accuracy82	4	3mo ago
MNIST	VMI	Accuracy0.95	4	3mo ago
CXR 128x128 (test)	VMI	Accuracy69	4	3mo ago
CelebA 64x64 (test)	VMI	Accuracy0.55	4	3mo ago

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