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Benchmarks
Misclassification Detection on CIFAR10
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95.2
AUROC
D_alpha
1.392
25.746
50.1
74.454
Jun 4, 2021
Apr 1, 2022
Jan 28, 2023
Nov 26, 2023
Sep 23, 2024
Jul 22, 2025
May 20, 2026
AUROC
FRR (95% TRR)
Updated 13d ago
Evaluation Results
Method
Method
Links
AUROC
FRR (95% TRR)
D_alpha
variant=PBB
2021.06
95.2
13.9
MHLNB
variant=WB
2021.06
49.5
97.3
sv-soft
variant=soft
2026.05
23
-
inf
2026.05
22
-
beta-mc
variant=mc
2026.05
21
-
sv
2026.05
19
-
sv-mc
variant=mc
2026.05
15
-
sv-uw
variant=uw
2026.05
11
-
bv-fast
variant=fast
2026.05
9
-
bv-mc
variant=mc
2026.05
9
-
bv-uw
variant=uw
2026.05
7
-
loo
2026.05
7
-
lava
2026.05
6
-
rand
2026.05
5
-
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