Out-of-Distribution Detection on CIFAR-100 (test) (AUROC/FPR95 vs SVHN, PLACES365, LSUN, TEXTURES) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-100 (test) (AUROC/FPR95 vs SVHN, PLACES365, LSUN, TEXTURES)

0.16FPR95 (SVHN)Medix

Evaluation Results

Method	Links
Medix2025.10		0.16	99.96	15.99	95.23	0.13	99.98	0.83	99.83	8.02	97.79	5.42	98.96	73.33
WOODS2025.10		0.17	99.8	21.87	93.73	0.48	99.61	1.24	99.54	9.95	95.97	6.74	97.73	73.91
Energy (w/ OE)2025.10		2.71	99.34	34.82	90.05	3.27	99.18	2.54	99.23	30.16	94.76	14.7	96.51	72.76
OE2025.10		2.86	99.05	40.21	88.75	4.13	99.05	1.25	99.38	22.86	94.63	14.26	96.17	73.38
ASH2025.10		21.36	94.28	68.37	71.22	15.27	95.65	68.18	85.42	40.87	92.29	42.81	87.77	75.96
KNN+2025.10		32.21	93.74	68.3	75.31	40.37	86.13	44.86	88.88	46.26	87.4	46.4	86.29	73.78
Mahalanobis2025.10		57.52	86.01	88.83	67.87	91.18	69.69	21.23	96	39.39	90.57	59.63	82.03	75.96
CSI2025.10		64.7	84.97	82.25	73.63	38.1	92.52	91.55	63.42	74.7	92.66	70.26	81.44	69.9
KNN2025.10		66.38	83.76	79.17	71.91	70.96	83.71	77.83	78.85	88	67.19	76.47	77.08	75.96
ReAct2025.10		74.33	88.04	81.33	74.32	39.3	91.19	79.86	73.69	67.38	82.8	68.44	82.01	75.96
MSP2025.10		84.59	71.44	82.84	73.78	66.54	83.79	82.42	75.38	83.29	73.34	79.94	75.55	75.96
ODIN2025.10		84.66	67.26	87.88	71.63	55.55	87.73	71.96	81.82	79.27	73.45	75.86	76.38	75.96
Energy2025.10		85.82	73.99	80.56	75.44	35.32	93.53	79.47	79.23	79.41	76.28	72.12	79.69	75.96
DICE2025.10		88.35	72.58	81.61	75.07	26.77	94.74	80.21	78.5	76.29	76.07	70.65	79.39	75.96