List your company
ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR-10 (AUROC vs ImageNet OOD)

0.99AUROCAENIB
0.837120.876810.91650.95619Jul 20, 2022Aug 30, 2022Oct 10, 2022Nov 20, 2022Dec 31, 2022Feb 10, 2023Mar 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AENIBScore=log Dir_0.05(y) + log N(z_n; 0, I)2023.030.99
LoRot-EForwarded Samples=5M2022.070.981
LoRot-IForwarded Samples=5M2022.070.98
CSI+LoRot-IForwarded Samples=280M2022.070.98
CSI+LoRot-EForwarded Samples=280M2022.070.978
RotationsReproduced=true, Forwarded Samples=25M2022.070.969
CSIForwarded Samples=280M2022.070.962
CSI+LoRot-IForwarded Samples=280M2022.070.956
CSI+LoRot-EForwarded Samples=280M2022.070.954
Cross-entropyScore=log Dir_0.05(y)2023.030.94
VIBScore=log Dir_0.05(y)2023.030.94
LoRot-IForwarded Samples=5M2022.070.936
LoRot-EForwarded Samples=5M2022.070.931
CSIForwarded Samples=280M2022.070.924
CutmixReproduced=true, Forwarded Samples=5M2022.070.921
Cross-entropyScore=max_y p(y|x)2023.030.92
VIBScore=max_y p(y|x)2023.030.92
AENIBScore=log Dir_0.05(y)2023.030.92
RotationsReproduced=true, Forwarded Samples=25M2022.070.918
SupCLRForwarded Samples=70M2022.070.914
SupConScore=max_y p(y|x)2023.030.91
SupCLRForwarded Samples=70M2022.070.905
SLA+SDReproduced=true, Forwarded Samples=20M2022.070.898
Cross EntropyReproduced=true, Forwarded Samples=5M2022.070.878
SLA+SDReproduced=true, Forwarded Samples=20M2022.070.86
AENIBScore=max_y p(y|x)2023.030.86
Cross EntropyReproduced=true, Forwarded Samples=5M2022.070.853
CutmixReproduced=true, Forwarded Samples=5M2022.070.843