Share your thoughts, 1 month free Claude Pro on usSee more

Misclassification Detection on CIFAR-10 (test)

100AUPR Succ

Softmax Baseline

Updated 8d ago

Evaluation Results

Method	Links
Softmax Baseline 2016.10		100	93	50	95	43	5	80	-	-
Deep Ensembles 2026.05		99.32	-	-	-	-	-	-	-	-
MoDEX 2026.05		99.18	-	-	-	-	-	-	-	-
MoDEX 2026.05		99.18	-	-	-	-	-	-	-	-
F-EDL 2026.05		99.1	-	-	-	-	-	-	-	-
DAEDL 2026.05		99.08	-	-	-	-	-	-	-	-
R-EDL 2026.05		98.98	-	-	-	-	-	-	-	-
Dropout 2026.05		98.86	-	-	-	-	-	-	-	-
RED 2026.05		98.82	-	-	-	-	-	-	-	-
Re-EDL 2026.05		98.81	-	-	-	-	-	-	-	-
EDL 2026.05		98.74	-	-	-	-	-	-	-	-
I-EDL 2026.05		98.72	-	-	-	-	-	-	-	-
DUQ 2026.05		97.89	-	-	-	-	-	-	-	-
NatPN 2026.05		97.53	-	-	-	-	-	-	-	-
PostNet 2026.05		97.46	-	-	-	-	-	-	-	-
D_alpha 2021.06		-	94	-	-	-	-	-	17.9	-
D_alpha 2021.06		-	95.2	-	-	-	-	-	13.9	-
D_beta 2021.06		-	68.5	-	-	-	-	-	18.6	-
D_beta 2021.06		-	94.8	-	-	-	-	-	13.4	-
ODIN 2021.06		-	93.8	-	-	-	-	-	18.2	-
ODIN 2021.06		-	94.2	-	-	-	-	-	18.4	-
SR 2021.06		-	93.8	-	-	-	-	-	18.2	-
MHLNB 2021.06		-	92.2	-	-	-	-	-	30.8	-
MHLNB 2021.06		-	84.4	-	-	-	-	-	44.6	-
ENERGY 2021.06		-	91.1	-	-	-	-	-	34.7	-
Dropout 2025.10		-	-	-	-	-	-	-	-	97.15
EDL 2025.10		-	-	-	-	-	-	-	-	97.86
I-EDL 2025.10		-	-	-	-	-	-	-	-	98.72
R-EDL 2025.10		-	-	-	-	-	-	-	-	98.98
DAEDL 2025.10		-	-	-	-	-	-	-	-	99.08
F-EDL 2025.10		-	-	-	-	-	-	-	-	99.1
TS 2026.05		-	-	-	-	-	-	-	-	98.89
EDL 2026.05		-	-	-	-	-	-	-	-	98.74
I-EDL 2026.05		-	-	-	-	-	-	-	-	98.71
DAEDL 2026.05		-	-	-	-	-	-	-	-	99.08
R-EDL 2026.05		-	-	-	-	-	-	-	-	98.98
Re-EDL 2026.05		-	-	-	-	-	-	-	-	98.81
GEM-CORE 2026.05		-	-	-	-	-	-	-	-	99.22
GEM-MIX 2026.05		-	-	-	-	-	-	-	-	99.43
GEM-FI 2026.05		-	-	-	-	-	-	-	-	99.94