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Benchmarks
Out-of-Distribution Detection on ImageNet-1k vs iNaturalist (val test)
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32.17
FPR@95% (MaxLogit)
Ours
31.924
33.5845
35.245
36.9055
Apr 20, 2023
FPR@95% (MaxLogit)
FPR@95% (Entropy)
AUROC (MaxLogit)
AUROC (Entropy)
AUPR (MaxLogit)
AUPR (Entropy)
Updated 1mo ago
Evaluation Results
Method
Method
Links
FPR@95% (MaxLogit)
FPR@95% (Entropy)
AUROC (MaxLogit)
AUROC (Entropy)
AUPR (MaxLogit)
AUPR (Entropy)
Ours
2023.04
32.17
34.19
91.03
90.65
98.03
97.99
CRL
2023.04
35.07
34.65
90.11
90.32
97.96
97.81
ER
2023.04
36
35.11
89.86
90.04
97.75
97.43
CE
2023.04
36.06
40.33
89.82
89.02
97.61
97.4
FL
2023.04
36.5
36.32
90.03
90.25
97.76
97.8
LS
2023.04
37.56
41.22
89.1
89.35
97.12
97.3
L1
2023.04
38.32
46.03
88.9
88.29
97.53
97.27
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