Out-of-Distribution Detection

Benchmarks

Dataset Name	SOTA Method	Metric
iNaturalist	NNGuide	AUROC99.9	219	5d ago
SUN OOD with ImageNet-1k In-distribution (test)	ANTS	FPR@955.43	204	1mo ago
Textures	RODD	AUROC0.9943	168	5d ago
Places	RODD	FPR959.59	142	4d ago
ImageNet OOD Average 1k (test)	NNGuide	FPR@9516.53	137	1mo ago
ImageNet-1k ID iNaturalist OOD	DAL-ASH	FPR950.23	132	1mo ago
OpenOOD average of NINCO, iNat, SSB-Hard, OpenImages-O, Textures		FPR @ 95%25	130	1mo ago
CIFAR-10	PixelCNN++	AUROC100	121	5d ago
Texture	ViM	AUROC98.92	113	11d ago
ImageNet		FPR9525	108	5d ago
CIFAR-100	TV-OOD	AUROC97.18	107	1mo ago
OpenImage-O	NNGuide	AUROC97.7	107	1mo ago
CIFAR-10 vs SVHN (test)	Forte+SVM	AUROC99.84	101	1mo ago
Places with ImageNet-1k OOD In-distribution (test)	Energy	FPR9532.25	99	1mo ago
CIFAR-10 vs CIFAR-100 (test)	Forte+GMM	AUROC97.63	93	1mo ago
CIFAR-100 SVHN in-distribution out-of-distribution (test)	SSDk	AUROC99.1	90	1mo ago
CIFAR-10 (ID) vs SVHN (OOD) (test)	WAIC	AUROC100	88	1mo ago
ImageNet-1k Textures ID OOD	VIM	AUROC97.97	85	1mo ago
NINCO	RMDS	AUROC87.31	82	5d ago
Average (iNaturalist, SUN, Places, Textures)	Catalyst(μ) + ReAct	FPR@9517.02	74	1mo ago
ImageNet-O	ViM	AUROC0.953	74	1mo ago
SSB hard	DisCoPatch-64	AUROC (%)95.8	74	5d ago
CIFAR-10 in-distribution LSUN out-of-distribution (test)	Ours	AUROC99.9	73	1mo ago
SUN		FPR@9515.81	71	1mo ago
CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test)	Deep Abstaining Classifier	AUROC99.88	71	1mo ago

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