Share your thoughts, 1 month free Claude Pro on usSee more

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

94Average AUROC

OOD EBM

Updated 1mo ago

Evaluation Results

Method	Links
OOD EBM 2022.10		94	-	-	-	-	-	-	-	-	-
DOE 2023.03		91.85	-	-	-	-	-	-	-	-	41.55
HDGE 2022.10		91	-	-	-	-	-	-	-	-	-
SSD+ 2023.03		90.5	-	-	-	-	-	-	-	-	46.87
OE 2023.03		90.4	-	-	-	-	-	-	-	-	53.55
CSI 2023.03		87.64	-	-	-	-	-	-	-	-	45.64
RankFeat 2022.09		87.43	34.62	88.21	61.82	80.5	53.79	89.71	30.89	91.31	45.28
Hat EBM 2022.10		87	-	-	-	-	-	-	-	-	-
JEM 2022.10		87	-	-	-	-	-	-	-	-	-
OOD EBM 2022.10		87	-	-	-	-	-	-	-	-	-
KNN 2023.03		86.32	-	-	-	-	-	-	-	-	64.5
ReAct 2022.09		84.96	50.59	90.56	69.23	85.79	55.38	87.98	82.6	75.51	64.5
Improved CD EBM 2022.10		83	-	-	-	-	-	-	-	-	-
RankFeat 2022.09		82.82	40.19	88.06	70.47	76.35	57.75	83.58	52.89	83.28	55.33
ReAct 2022.09		82.73	48.09	93	73.87	78.12	61.63	78.43	75.23	81.36	64.71
MSP 2022.09		75.47	61.55	85.03	91.05	69.19	55.45	82.1	86.68	65.56	76.18
ODIN 2022.09		74.42	50.2	87.88	88	66.56	51.35	79.34	84.87	63.89	71.23
Mahalanobis 2022.09		74.3	81.43	74.81	89.77	67.12	79.49	73.06	64.95	82.19	78.91
Energy 2022.09		73.42	53.71	84.59	86.71	66.58	59.71	78.64	84.57	63.88	71.18
MSP 2022.09		71.92	77.69	78.25	93.54	66.93	81.57	76.71	88.47	65.79	85.32
Mahalanobis 2022.09		70.31	89.47	69.32	91.38	54.76	82.32	77.53	68.83	79.64	83
ODIN 2022.09		64.01	66.92	79.25	95.05	50.45	77.45	72.88	90.51	53.47	82.48
Energy 2022.09		63.37	65.24	79.13	95.05	49.33	77.1	72.32	90.39	52.68	81.95
VAEBM 2022.10		62	-	-	-	-	-	-	-	-	-
GradNorm 2022.09		58.05	78.87	68.21	95.1	44.73	66.25	75.41	92.98	43.83	83.3
IGEBM 2022.10		54	-	-	-	-	-	-	-	-	-
GradNorm 2022.09		47.08	96.72	42.09	94.19	47.97	94.61	48.09	89.14	50.18	93.67