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ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR 10 (Far OOD)

1.07FPR@95TTL
-0.554810.412621.3832.3474Apr 17, 2026Apr 23, 2026Apr 30, 2026May 7, 2026May 13, 2026May 20, 2026May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TTLExtra Resources=No2026.041.0799.75
AdaNDExtra Resources=No2026.042.0299.4
AdaNegExtra Resources=Yes2026.047.3198.28
AOE-JtMethod Category=Outlier Exposure, Training Strategy=joint training2026.0510.6297.04
AOE-AtMethod Category=Outlier Exposure, Training Strategy=alternating training2026.0511.8896.25
MCMExtra Resources=No2026.0412.5796.77
T2FNormMethod Category=Training-time regularization2026.0512.7596.98
OEMethod Category=Outlier Exposure2026.0513.1396
LogitNormMethod Category=Training-time regularization2026.0513.8196.74
OODDExtra Resources=No2026.0414.1196.7
OCLMethod Category=Outlier Exposure2026.0514.4496.71
DOEMethod Category=Outlier Exposure2026.0515.5994.67
NeglabelExtra Resources=Yes2026.0415.7496.29
PSKDMethod Category=Training-time regularization2026.0520.4894.56
DALMethod Category=Outlier Exposure2026.0521.491.92
UMAPMethod Category=Training-time regularization2026.0521.794.2
UMMethod Category=Training-time regularization2026.0522.9593.67
MSPMethod Category=Post-hoc2026.0531.7290.73
MixOEMethod Category=Outlier Exposure2026.0533.8491.93
EnergyMethod Category=Post-hoc2026.0541.6991.21