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Out-of-Distribution Detection on Dfar

0.9574AUROC

ASH

Updated 1mo ago

Evaluation Results

Method	Links
ASH 2024.05		0.9574	19.49
WeiPer+KLD 2024.05		0.9554	22.08
NAC 2024.05		0.9529	-
ReAct 2024.05		0.9367	26.31
NAC 2024.05		0.9316	-
WeiPer+ReAct 2024.05		0.9309	29.83
VIM 2024.05		0.9284	29.18
VIM 2024.05		0.9268	24.67
MDS 2024.05		0.926	29.97
RMDS 2024.05		0.926	28.76
SHE 2024.05		0.9242	27.12
GEN 2024.05		0.9135	32.23
DICE 2024.05		0.9095	41.83
SHE 2024.05		0.9092	41.45
KNN 2024.05		0.9081	31.93
WeiPer+KLD 2024.05		0.9032	38.16
GradNorm 2024.05		0.9025	47.92
KNN 2024.05		0.9018	34.13
GEN 2024.05		0.8976	35.61
MLS 2024.05		0.8957	38.22
ODIN 2024.05		0.8947	43.96
EBO 2024.05		0.8947	38.39
WeiPer+ReAct 2024.05		0.8945	41.22
WeiPer+MSP 2024.05		0.8933	41.56
OpenMax 2024.05		0.8927	55.5
OpenMax 2024.05		0.8926	34.31
WeiPer+MSP 2024.05		0.8915	43.49
KLM 2024.05		0.877	48.45
KLM 2024.05		0.876	46.6
TempScale 2024.05		0.8756	46.64
RMDS 2024.05		0.8638	40.91
TempScale 2024.05		0.8632	53.74
MSP 2024.05		0.8604	51.69
ReAct 2024.05		0.8569	53.93
MSP 2024.05		0.8523	51.45
MLS 2024.05		0.8354	79.23
DICE 2024.05		0.8231	51.77
Gram 2024.05		0.7971	67.36
EBO 2024.05		0.7898	85.35
MDS 2024.05		0.7425	62.92
MDSEns 2024.05		0.6752	82.77
RankFeat 2024.05		0.5393	87.17
ASH 2024.05		0.5156	96.77
GradNorm 2024.05		0.4175	92.65