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OOD Detection on CIFAR-10 In-distribution OpenOOD (test)

99.26Average AUROC

AdaNeg

Updated 1mo ago

Evaluation Results

Method	Links
AdaNeg 2024.10		99.26	-	-	-	-	-	-	-	-	2.79
NegLabel 2024.10		98.39	-	-	-	-	-	-	-	-	6.6
PixMix + RotPred 2024.10		98.18	-	-	-	-	-	-	-	-	-
OE + MSP 2024.10		96	-	-	-	-	-	-	-	-	-
PixMix + KNN 2024.10		95.94	-	-	-	-	-	-	-	-	-
MCM 2024.10		95.54	-	-	-	-	-	-	-	-	17.99
NAC-UE 2023.06		94.6	15.14	94.86	14.33	96.05	17.03	95.64	26.73	91.85	18.31
VIM 2023.06		93.48	18.36	94.76	19.29	94.5	21.14	95.15	41.43	89.49	25.05
KNN 2023.06		92.96	20.05	94.26	22.6	92.67	24.06	93.16	30.38	91.77	24.27
RMDS 2023.06		92.2	21.49	93.22	23.46	91.84	25.25	92.23	31.2	91.51	25.35
GEN 2023.06		91.35	23	93.83	28.14	91.97	40.74	90.14	47.03	89.46	34.73
ReAct 2023.06		90.42	33.77	92.81	50.23	89.12	51.42	89.38	44.2	90.35	44.9
MDS 2023.06		89.72	27.3	90.1	25.96	91.18	27.94	92.69	47.67	84.9	32.22
OpenMax 2023.06		89.62	23.33	90.5	25.4	89.77	31.5	89.58	38.52	88.63	29.69
ODIN 2023.06		87.96	23.83	95.24	68.61	84.58	67.7	86.94	70.36	85.07	57.62
SHE 2023.06		85.32	42.22	90.43	62.74	86.38	84.6	81.57	76.36	82.89	66.48
ASH 2023.06		78.49	70	83.16	83.64	73.46	84.59	77.45	77.89	79.89	79.03
MDSEns 2023.06		73.9	1.3	99.17	74.34	66.56	76.07	77.4	94.16	52.47	61.47
Gram 2023.06		71.73	70.3	72.64	33.91	91.52	94.64	62.34	90.49	60.44	72.34