Out-of-Distribution Detection on MNIST vs FASHIONMNIST (test)

0.99AUROC

Updated 3d ago

Evaluation Results

Method	Links
DE 2024.09		0.99
Sketched Lanczos Uncertainty 2024.09		0.95
LLA-D 2024.09		0.94
LLA-D 2024.09		0.94
Deep Ensemble 2024.09		0.94
DE 2024.09		0.9
SCOD 2024.09		0.89
MC-Dropout 2021.06		0.888
LLA 2024.09		0.88
LE 2024.09		0.88
LE-H 2024.09		0.88
ReDecNN 2021.06		0.812
SWAG 2024.09		0.77
LLA-D 2024.09		0.68
Ensemble 2021.06		0.534
SWAG 2024.09		0.29
Sketched Lanczos Uncertainty 2024.09		0.28
LLA 2024.09		0.27
LE 2024.09		0.27
LE-H 2024.09		0.27
SCOD 2024.09		0.27
LLA 2024.09		0.27
LE 2024.09		0.27
LE-H 2024.09		0.27
SCOD 2024.09		0.27
SWAG 2024.09		0.26
Sketched Lanczos Uncertainty 2024.09		0.26