Out-of-Distribution Detection on CIFAR-10 In-Distribution (test) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-10 In-Distribution (test)

0.51FPR95 (SVHN)CER

Evaluation Results

Method	Links
CER2026.02		0.51	99.12	2.99	98.81	29.03	94.18	1.86	99.02	27.32	95.65	15.85	96.12	12.93	97.15
PALM2026.02		0.52	99.89	2.95	99.39	29.31	94.09	1.78	99.37	27.24	95.67	16.67	97.19	13.08	97.6
kNN+2026.02		2.7	99.61	6.51	98.92	23.05	94.88	7.89	98.01	23.56	96.21	10.11	97.43	12.47	97.51
CIDER2026.02		2.89	99.72	19.17	96.99	23.88	94.09	5.75	99.01	20.21	96.64	12.33	96.85	14.04	97.22
Mahalanobis2026.02		9.24	97.8	3.45	99.01	83.5	69.56	67.73	73.61	6.02	98.63	23.21	92.91	32.19	88.59
ODIN2026.02		20.93	95.55	69.01	65.23	63.04	86.57	31.92	94.82	33.17	94.65	56.4	86.21	45.74	87.17
LogitNorm2026.02		45.31	91.98	57.03	88.81	59.69	88.34	50.87	92.44	52.4	90.89	53.78	90.39	53.18	90.48
Energy2026.02		54.41	91.22	32	94.58	42.77	91.02	23.45	96.14	27.52	95.59	55.23	89.37	39.23	92.99
MSP2026.02		59.66	91.25	28.58	94.85	62.46	88.64	51.93	92.73	54.57	92.12	66.45	88.5	53.94	91.35