Out-of-Distribution Detection on CIFAR-100 (vs EMNIST, MNIST, SVHN, LSUN, iSUN, Texture) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-100 (vs EMNIST, MNIST, SVHN, LSUN, iSUN, Texture)

0.02EMNIST FPR95DICE

Evaluation Results

Method	Links
DICE2026.02		0.02	99.7	0.01	99.8	90.4	68.6	83	72.4	81.6	78.8	4.2	98.7	83.6	78.2	49	85.2
ReAct2026.02		1.5	99.4	0.01	99.8	87.3	75	84.3	76.2	79.8	81.3	17.1	96.8	83.5	79.9	50.5	86.9
Energy2026.02		1.6	99.4	0.01	99.8	87.2	71.4	85.3	72.8	79.9	81.6	16.7	96.8	83.8	80.1	50.6	86
D-KNN2026.02		1.9	99.5	2.3	99.3	32	93.4	35.6	91.7	29.9	94.3	51.3	85.4	33.8	92.5	26.7	93.7
Line2026.02		2.6	99.2	0.01	99.8	96.8	62.5	81.3	69	98.2	53.3	38.1	92.4	98.9	56.3	73.6	76.1
MaxLogit2026.02		3.4	99.2	0.01	99.8	86.2	71.7	84.9	73.1	79.3	81.9	21.4	96.2	83.1	80.4	51.6	86.1
FDBD2026.02		12.9	98	0.4	99.8	72	83.6	72	83.3	58	89.8	45.8	91.2	63.2	88.2	46.3	90.6
KNN2026.02		23	96.3	31.3	95.4	42.1	90.3	41	89.7	29.4	94.3	56.2	82	34.4	92.3	36.8	91.5
MSP2026.02		25.2	95.2	2.8	99.4	84.8	71.4	86.1	71.4	80.5	78.7	49	88.6	82.3	77.7	58.7	83.2
ViM2026.02		77.3	80.5	97	66.8	69.8	75.1	79.1	67.9	94.5	59	91.4	65.4	94	58.8	86.2	67.6
Mahalanobis2026.02		100	48.2	100	43.4	44.3	89.9	42.3	90	38.2	91.7	99.7	47.6	40.5	91.2	72.1	71.7