Out-of-Distribution Detection on CIFAR-10 (FPR/AUROC vs SVHN, LSUN, iSUN, Texture, Places365) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-10 (FPR/AUROC vs SVHN, LSUN, iSUN, Texture, Places365)

1.51FPR (SVHN)SSD+

Evaluation Results

Method	Links
SSD+2022.04		1.51	99.68	6.09	98.48	33.6	95.16	12.98	97.7	28.41	94.72	16.52	97.15	95.07	—	—	—	—
KNN+2022.04		2.42	99.52	1.78	99.48	20.06	96.74	8.09	98.56	23.02	95.36	11.07	97.93	95.07	—	—	—	—
Mahalanobis2023.02		6.42	98.31	—	—	9.78	97.25	21.51	92.15	85.14	63.15	31.42	89.15	—	56.55	86.96	9.14	97.09
Mahalanobis2022.04		9.24	97.8	67.73	73.61	6.02	98.63	23.21	92.91	83.5	69.56	37.94	86.5	94.21	—	—	—	—
KNN2023.02		13.51	96.68	—	—	10.79	97.91	24.5	95.19	63.88	85	25.83	94.39	—	30.95	93.82	11.37	97.72
VRA+2023.02		13.54	97.45	—	—	6.15	98.71	27.07	95.03	39.97	91.96	15.85	96.91	—	2.03	99.56	6.37	98.72
GODIN2022.04		18.72	96.1	11.52	97.12	30.02	94.02	33.58	92.2	55.25	85.5	29.82	92.97	93.64	—	—	—	—
VRA2023.02		18.75	96.68	—	—	5.7	98.69	34.89	93.42	39.98	91.69	17.74	96.47	—	1.32	99.63	5.8	98.69
ODIN2023.02		25.29	94.57	—	—	3.98	98.9	57.5	82.38	52.85	88.55	24.57	93.71	—	4.7	98.86	3.09	99.02
DICE2023.02		25.99	95.9	—	—	4.36	99.14	41.9	88.18	48.59	89.13	20.84	95.25	—	0.26	99.92	3.91	99.2
KNN2022.04		27.97	95.48	18.5	96.84	24.68	95.52	26.74	94.96	47.84	89.93	29.15	94.55	94.21	—	—	—	—
SHE2023.02		28.12	94.72	—	—	10.99	97.95	51.98	83.07	59.35	84.16	26.82	92.98	—	0.76	99.84	9.73	98.15
CSI2022.04		37.38	94.69	5.88	98.86	10.36	98.01	28.85	94.87	38.31	93.04	24.16	95.89	94.38	—	—	—	—
Energy2023.02		40.61	93.99	—	—	10.07	98.07	56.12	86.43	39.4	91.64	26.55	94.57	—	3.81	99.15	9.28	98.12
ReAct2023.02		41.64	93.87	—	—	12.72	97.72	43.58	92.47	43.31	91.03	26.45	95.3	—	5.96	98.84	11.46	97.87
MSP2023.02		47.27	93.48	—	—	42.31	94.52	64.15	88.15	63.02	88.57	48.74	92.46	—	33.57	95.54	42.1	94.51
ODIN2022.04		53.78	91.3	10.93	97.93	28.44	95.51	55.59	89.47	43.4	90.98	38.43	93.04	94.21	—	—	—	—
Energy2022.04		54.41	91.22	10.19	98.05	27.52	95.59	55.23	89.37	42.77	91.02	38.02	93.05	94.21	—	—	—	—
MSP2022.04		59.66	91.25	45.21	93.8	54.57	92.12	66.45	88.5	62.46	88.64	57.67	90.86	94.21	—	—	—	—