Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Out-of-distribution detection on MNIST Gaussian
Loading...
100
AUROC
AENIB
89.6
92.3
95
97.7
Oct 7, 2016
Nov 4, 2017
Dec 2, 2018
Dec 30, 2019
Jan 26, 2021
Feb 23, 2022
Mar 24, 2023
AUROC
Base AUROC
AUPR In
Base AUPR In
AUPR Out
Base AUPR Out
Pred. Prob (mean)
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
Base AUROC
AUPR In
Base AUPR In
AUPR Out
Base AUPR Out
Pred. Prob (mean)
AENIB
Augmentation=random tr...
2023.03
100
-
-
-
-
-
-
DisenIB
Augmentation=random tr...
2023.03
99.7
-
-
-
-
-
-
VIB
Augmentation=random tr...
2023.03
98.8
-
-
-
-
-
-
Cross-entropy
Augmentation=random tr...
2023.03
98.7
-
-
-
-
-
-
NLIB
Augmentation=random tr...
2023.03
97.4
-
-
-
-
-
-
sq-VIB
Augmentation=random tr...
2023.03
95.5
-
-
-
-
-
-
sq-NLIB
Augmentation=random tr...
2023.03
90.8
-
-
-
-
-
-
Softmax Baseline
Architecture=3-layer F...
2016.10
90
50
90
50
91
50
91
Feedback
Search any
task
Search any
task