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

OOD Detection on CIFAR-100 (vs EMNIST, MNIST, SVHN, LSUN, iSUN, Texture)

1.1FPR95 (EMNIST)Line

Evaluation Results

Method	Links
Line2026.02		1.1	99.3	0.01	99.7	32.9	92.9	35.1	89.1	3.1	99.3	34.6	93.5	29.2	94.5	19.4	95.5
KNN2026.02		2.1	98.6	1.6	98.6	17.5	96.4	24.3	93.7	31.4	92.8	47.3	90.4	39.7	91.9	23.4	94.6
D-KNN2026.02		5	98.3	5.5	98.1	25.1	95.1	23.1	94.2	21.8	95.8	21.2	96	21.3	96	17.6	96.2
Energy2026.02		24.1	96.2	19.1	96.9	81	81.1	85.6	74	70.5	84	72.3	85.3	74.8	83.6	61.1	85.9
ReAct2026.02		24.3	96.1	19.3	96.9	81.1	81	85.5	75.6	70.5	84.3	72.6	85.4	74.9	83.9	61.2	86.2
DICE2026.02		26	95.3	10.6	98.1	59.4	88.6	61.5	77.1	0.9	99.7	55	88.2	52.5	88.5	38	90.8
MaxLogit2026.02		30.2	95.5	25.3	96.3	80.7	81	85.5	74.3	71.8	83.7	72.5	85.2	75.4	83.5	63.1	85.6
DICE2026.02		32.6	95.7	23.8	96.4	74.3	83.4	86.5	72.2	66.9	85.2	82.2	82.8	82.1	81.7	64.1	85.3
MSP2026.02		38.4	93.5	35.2	94.7	81.3	79.2	85.4	74.1	74	81.6	74.5	83.4	77.7	81.7	66.6	84
FDBD2026.02		41.2	93.1	38.6	93.9	77.2	82.3	79.3	79.8	74	81.8	69.6	86.6	72.6	85.3	64.6	86.1
D-KNN2026.02		45.5	92.3	54.9	91.2	61.7	86.2	63	83.7	67.8	82.4	71.2	85.8	71.9	84.6	62.3	86.6
ViM2026.02		50.5	89.8	41.5	92.7	97	56.3	86.9	63.6	31.3	92.4	90.1	61.5	91.5	60.8	69.8	73.9
Line2026.02		51.1	92.3	48.6	93.2	73.9	82	81.2	73.8	66.6	85.6	86	77.2	84.8	78	70.3	83.2
ReAct2026.02		64.5	87.8	60	89.4	83	83.2	79.7	77.7	15.8	97.1	71.5	81.7	75.1	81.1	64.2	85.4
FDBD2026.02		64.8	87.6	56.9	89.8	53.8	90.4	45.8	91.1	22.3	96	62.7	86.6	62	87.3	52.6	89.8
KNN2026.02		66.8	89.7	83.5	87.9	54.8	86.7	63	83	71.4	80.9	70.5	86.9	69.6	85.9	68.5	85.9
MaxLogit2026.02		74.6	84.1	64	88.2	85.4	81.9	83.5	71.2	16.9	97.1	76	77.4	79.1	76.5	68.6	82.3
Energy2026.02		74.8	84.3	62.9	88.6	87.5	81.9	84.3	71	14.8	97.4	75.4	77.8	78.7	76.8	68.3	82.6
Mahalanobis2026.02		83.4	84.1	98.6	72.3	54.6	88.1	28.3	92.2	96.5	44.4	38.3	92.1	36.1	92.4	62.3	80.5
MSP2026.02		83.9	75.3	82.9	76.5	81.8	75.4	84.8	71.4	60.4	85.6	87.2	67.1	88	68.5	81.3	75.7
ViM2026.02		91.6	67.4	96.9	62.1	92.8	62.1	89.2	62.2	95.4	58.5	91	63.3	90.3	64.2	91	62.8
Mahalanobis2026.02		99.7	47.7	100	40.9	90.4	71.4	72.1	75.6	95.7	55.7	89.8	68.8	85.6	70.3	90.5	61.5