Out-of-Distribution Detection

Benchmarks

Dataset Name	SOTA Method	Metric
iNaturalist	MOODv2	FPR@951.8	200	3d ago
SUN OOD with ImageNet-1k In-distribution (test)	NPOS	FPR@959.22	159	2d ago
Textures	RODD	AUROC0.9943	141	3d ago
ImageNet OOD Average 1k (test)	NNGuide	FPR@9516.53	137	2d ago
Places	RODD	FPR959.59	110	3d ago
Texture	ViM	AUROC98.92	109	3d ago
CIFAR-100	TV-OOD	AUROC97.18	107	3d ago
OpenImage-O	NNGuide	AUROC97.7	107	3d ago
CIFAR-10	PixelCNN++	AUROC100	105	3d ago
CIFAR-10 vs SVHN (test)	Forte+SVM	AUROC99.84	101	3d ago
Places with ImageNet-1k OOD In-distribution (test)	Energy	FPR9532.25	99	3d ago
CIFAR-10 vs CIFAR-100 (test)	Forte+GMM	AUROC97.63	93	3d ago
CIFAR-100 SVHN in-distribution out-of-distribution (test)	SSDk	AUROC99.1	90	3d ago
ImageNet-1k ID iNaturalist OOD	DAL-ASH	FPR950.23	87	3d ago
CIFAR-10 (ID) vs SVHN (OOD) (test)	WAIC	AUROC100	79	3d ago
Average (iNaturalist, SUN, Places, Textures)	Catalyst(μ) + ReAct	FPR@9517.02	74	3d ago
ImageNet-O	ViM	AUROC0.953	74	3d ago
CIFAR-10 in-distribution LSUN out-of-distribution (test)	Ours	AUROC99.9	73	3d ago
SUN		FPR@9515.81	71	3d ago
CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test)	Deep Abstaining Classifier	AUROC99.88	71	3d ago
CIFAR-100 (in-distribution) / LSUN (out-of-distribution) (test)	Ours	AUROC99.3	67	3d ago
ImageNet-1k vs Textures (test)	GradOrth	FPR9511.19	65	3d ago
SVHN	CSI	AUROC99.8	62	3d ago
FashionMNIST (ID) vs MNIST (OoD)	S score	AUROC0.998	61	3d ago
ImageNet-1k Textures ID OOD	VIM	AUROC97.97	59	3d ago

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