Out-of-Distribution Detection on CIFAR-100 (test) (Specific OOD Sets) benchmark leaderboard · SOTA2 Research

Out-of-Distribution Detection on CIFAR-100 (test) (Specific OOD Sets)

94Average AUROCOOD EBM

Evaluation Results

Method	Links
OOD EBM2022.10		94	—	—	—	—	—	—	—	—	—
DOE2023.03		91.85	—	—	—	—	—	—	—	—	41.55
HDGE2022.10		91	—	—	—	—	—	—	—	—	—
SSD+2023.03		90.5	—	—	—	—	—	—	—	—	46.87
OE2023.03		90.4	—	—	—	—	—	—	—	—	53.55
CSI2023.03		87.64	—	—	—	—	—	—	—	—	45.64
RankFeat2022.09		87.43	34.62	88.21	61.82	80.5	53.79	89.71	30.89	91.31	45.28
Hat EBM2022.10		87	—	—	—	—	—	—	—	—	—
JEM2022.10		87	—	—	—	—	—	—	—	—	—
OOD EBM2022.10		87	—	—	—	—	—	—	—	—	—
KNN2023.03		86.32	—	—	—	—	—	—	—	—	64.5
ReAct2022.09		84.96	50.59	90.56	69.23	85.79	55.38	87.98	82.6	75.51	64.5
Improved CD EBM2022.10		83	—	—	—	—	—	—	—	—	—
RankFeat2022.09		82.82	40.19	88.06	70.47	76.35	57.75	83.58	52.89	83.28	55.33
ReAct2022.09		82.73	48.09	93	73.87	78.12	61.63	78.43	75.23	81.36	64.71
MSP2022.09		75.47	61.55	85.03	91.05	69.19	55.45	82.1	86.68	65.56	76.18
ODIN2022.09		74.42	50.2	87.88	88	66.56	51.35	79.34	84.87	63.89	71.23
Mahalanobis2022.09		74.3	81.43	74.81	89.77	67.12	79.49	73.06	64.95	82.19	78.91
Energy2022.09		73.42	53.71	84.59	86.71	66.58	59.71	78.64	84.57	63.88	71.18
MSP2022.09		71.92	77.69	78.25	93.54	66.93	81.57	76.71	88.47	65.79	85.32
Mahalanobis2022.09		70.31	89.47	69.32	91.38	54.76	82.32	77.53	68.83	79.64	83
ODIN2022.09		64.01	66.92	79.25	95.05	50.45	77.45	72.88	90.51	53.47	82.48
Energy2022.09		63.37	65.24	79.13	95.05	49.33	77.1	72.32	90.39	52.68	81.95
VAEBM2022.10		62	—	—	—	—	—	—	—	—	—
GradNorm2022.09		58.05	78.87	68.21	95.1	44.73	66.25	75.41	92.98	43.83	83.3
IGEBM2022.10		54	—	—	—	—	—	—	—	—	—
GradNorm2022.09		47.08	96.72	42.09	94.19	47.97	94.61	48.09	89.14	50.18	93.67