OOD Detection on CIFAR-10 In-distribution OpenOOD (test) benchmark leaderboard · SOTA2 Research

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

99.26Average AUROCAdaNeg

Evaluation Results

Method	Links
AdaNeg2024.10		99.26	—	—	—	—	—	—	—	—	2.79
NegLabel2024.10		98.39	—	—	—	—	—	—	—	—	6.6
PixMix + RotPred2024.10		98.18	—	—	—	—	—	—	—	—	—
OE + MSP2024.10		96	—	—	—	—	—	—	—	—	—
PixMix + KNN2024.10		95.94	—	—	—	—	—	—	—	—	—
MCM2024.10		95.54	—	—	—	—	—	—	—	—	17.99
NAC-UE2023.06		94.6	15.14	94.86	14.33	96.05	17.03	95.64	26.73	91.85	18.31
VIM2023.06		93.48	18.36	94.76	19.29	94.5	21.14	95.15	41.43	89.49	25.05
KNN2023.06		92.96	20.05	94.26	22.6	92.67	24.06	93.16	30.38	91.77	24.27
RMDS2023.06		92.2	21.49	93.22	23.46	91.84	25.25	92.23	31.2	91.51	25.35
GEN2023.06		91.35	23	93.83	28.14	91.97	40.74	90.14	47.03	89.46	34.73
ReAct2023.06		90.42	33.77	92.81	50.23	89.12	51.42	89.38	44.2	90.35	44.9
MDS2023.06		89.72	27.3	90.1	25.96	91.18	27.94	92.69	47.67	84.9	32.22
OpenMax2023.06		89.62	23.33	90.5	25.4	89.77	31.5	89.58	38.52	88.63	29.69
ODIN2023.06		87.96	23.83	95.24	68.61	84.58	67.7	86.94	70.36	85.07	57.62
SHE2023.06		85.32	42.22	90.43	62.74	86.38	84.6	81.57	76.36	82.89	66.48
ASH2023.06		78.49	70	83.16	83.64	73.46	84.59	77.45	77.89	79.89	79.03
MDSEns2023.06		73.9	1.3	99.17	74.34	66.56	76.07	77.4	94.16	52.47	61.47
Gram2023.06		71.73	70.3	72.64	33.91	91.52	94.64	62.34	90.49	60.44	72.34