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ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR-10 (FPR95/AUROC vs EMNIST, MNIST, SVHN, iSUN, LSUN, Texture)

0.02FPR95 (EMNIST)DICE

Evaluation results

Method	Links
DICE2026.02		0.02	99.9	0.01	99.9	47.3	86	60.1	81.1	22.8	95.1	0.5	99.7	29.3	93.7	22.9	93.6
Energy2026.02		1	99.6	0.1	99.8	46.1	88.2	59	84.2	23.6	95.3	2.9	99.3	30.6	93.8	23.3	94.3
ReAct2026.02		1.2	99.6	0.2	99.8	46.5	88.4	57.4	86.2	24.4	95	3.2	99.2	31.6	93.5	23.5	94.5
MaxLogit2026.02		1.3	99.5	0.2	99.8	45.2	88.3	57.9	84.4	24.2	95.2	3.3	99.2	31	93.7	23.3	94.3
D-KNN2026.02		2.5	99.4	2.1	99.5	17.2	96.7	28.8	94.5	26.2	94.9	15.7	97.2	30	93.9	17.5	96.6
Line2026.02		4.7	98.6	1.2	99.7	73.5	72.4	75.4	69.8	61.2	81.3	11	96.9	69.3	78.1	42.3	85.5
FDBD2026.02		6.6	99	2.4	99.5	38.4	92.5	48.5	89	32.8	93.4	13	97.7	38.9	91.4	25.8	94.6
MSP2026.02		17.2	97.7	10.8	98.5	55.1	90	63.7	87.2	48.3	92.7	22.9	97	54	91	38.9	93.4
ViM2026.02		25.4	95.2	18.5	96.9	15.6	96.6	20.1	96.5	16.5	97.2	14.2	97.3	18.2	96.2	18.4	96.5
KNN2026.02		30.9	95.3	24.2	96.3	31.3	94.9	40.6	92.3	27.5	95	26.8	95.3	31	93.9	30.3	94.7
Mahalanobis2026.02		42.2	94.7	26.2	96.1	16.8	96.9	20.6	96	59	89.9	55.8	90.8	58.2	89.4	39.8	93.4