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Out-of-distribution detection on CIFAR100 In-Distribution Mean OOD (test)
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63.5
FPR@95
Clipped HNN
62.9752
66.5176
70.06
73.6024
Jul 23, 2021
Apr 30, 2022
Feb 6, 2023
Nov 15, 2023
Aug 22, 2024
May 31, 2025
Mar 9, 2026
FPR@95
AUROC
AUPR
Updated 1mo ago
Evaluation Results
Method
Method
Links
FPR@95
AUROC
AUPR
Clipped HNN
Scoring=Softmax scores...
2021.07
63.5
83.43
95.72
GCOS OOD + L_uncertainty
Outlier Synthesis=GCOS...
2026.03
67.25
80.84
99.47
Gaussian OOD + L_uncertainty
Outlier Synthesis=Gaus...
2026.03
67.5
80.76
99.47
Vanilla HNN
Score function=Energy...
2021.07
67.99
83.17
95.7
GCOS OOD + L_reg
Outlier Synthesis=GCOS...
2026.03
72.5
78.47
99.35
ENN
Scoring=Softmax scores...
2021.07
73.05
82.74
95.88
Clipped HNNs
Score function=Energy...
2021.07
73.11
82.75
95.9
ENN
Score function=Energy...
2021.07
76.62
77.37
93.69
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