Out-of-Distribution Detection

Benchmarks

Dataset Name	SOTA Method	Metric
SUN OOD with ImageNet-1k In-distribution (test)	DDE	AUROC98.97	267	1mo ago
iNaturalist	NNGuide	AUROC99.9	252	1mo ago
Textures	RODD	AUROC0.9943	186	2mo ago
Places	RODD	FPR959.59	175	1mo ago
ImageNet-1k	CoOD*	FPR@9510.1	156	3mo ago
CIFAR-10 vs SVHN (test)	Forte+SVM	AUROC99.84	146	25d ago
ImageNet OOD Average 1k (test)	NNGuide	FPR@9516.53	144	3mo ago
ImageNet-1k ID iNaturalist OOD	DAL-ASH	FPR950.23	143	1mo ago
OpenOOD average of NINCO, iNat, SSB-Hard, OpenImages-O, Textures		FPR @ 95%25	130	4mo ago
Texture	ViM	AUROC98.92	128	1mo ago
CIFAR100 (test)	OpenMatch	AUROC95.8	123	2mo ago
CIFAR-10	PixelCNN++	AUROC100	121	3mo ago
CIFAR-10 vs CIFAR-100 (test)	Forte+GMM	AUROC97.63	119	25d ago
OpenImage-O	NNGuide	AUROC97.7	117	1mo ago
ImageNet	CoOD*	AUROC97.8	113	3mo ago
CIFAR-100 SVHN in-distribution out-of-distribution (test)	SSDk	AUROC99.1	111	17d ago
CIFAR-100	TV-OOD	AUROC97.18	107	4mo ago
SUN		FPR@9515.81	104	1mo ago
CUB	CoOD*	AUC98.5	102	3mo ago
Places with ImageNet-1k OOD In-distribution (test)	Energy	FPR9532.25	99	4mo ago
ImageNet-1k Textures ID OOD	VIM	AUROC97.97	96	1mo ago
CIFAR-10 (ID) vs SVHN (OOD) (test)	WAIC	AUROC100	92	2mo ago
NINCO	RMDS	AUROC87.31	92	1mo ago
Average (iNaturalist, SUN, Places, Textures)	Catalyst(μ) + ReAct	FPR@9517.02	89	1mo ago
CIFAR10 (ID) vs SVHN (OOD)	ERD	AUROC100	81	2mo ago

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