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ResearchFormerly WizWand

OOD Detection on CIFAR-100 In-distribution OpenOOD (test)

2.83FPR95 (MNIST)MDSEns

Evaluation results

Method	Links
MDSEns2023.06		2.83	98.21	82.57	53.76	84.94	69.75	96.61	42.27	66.74	66
NAC-UE2023.06		21.97	93.15	24.39	92.4	40.65	89.32	73.57	73.05	40.14	86.98
VIM2023.06		48.32	81.89	46.22	83.14	46.86	85.91	61.57	75.85	50.74	81.7
KNN2023.06		48.58	82.36	51.75	84.15	53.56	83.66	60.7	79.43	53.65	82.4
RMDS2023.06		52.05	79.74	51.65	84.89	53.99	83.65	53.57	83.4	52.81	82.92
Gram2023.06		53.53	80.71	20.06	95.55	89.51	70.79	94.67	46.38	64.44	73.36
OpenMax2023.06		53.82	76.01	53.2	82.07	56.12	80.56	54.85	79.29	54.5	79.48
ODIN2023.06		55.44	83.79	67.41	74.54	62.37	79.33	59.71	79.45	58.86	79.28
ReAct2023.06		56.04	78.37	50.41	83.01	55.04	80.15	55.3	80.03	54.2	80.39
SHE2023.06		58.78	76.76	53.92	78.29	80.97	73.29	73.64	65.24	76.3	64.12
GEN2023.06		59.15	76.92	55.45	81.41	61.23	78.74	56.25	80.28	56.71	79.68
ASH2023.06		66.58	77.23	46	85.6	61.27	80.72	62.95	78.76	59.2	80.58
MDS2023.06		71.72	67.47	67.21	70.68	70.49	76.26	79.61	63.15	72.26	69.39