Out-of-Distribution Detection on CIFAR-10 (AUROC vs ImageNet OOD)
0.99AUROCAENIB
Evaluation Results
| Method | Links | |
|---|---|---|
| AENIBScore=log Dir_0.05(y) + log N(z_n; 0, I)2023.03 | 0.99 | |
| LoRot-EForwarded Samples=5M2022.07 | 0.981 | |
| LoRot-IForwarded Samples=5M2022.07 | 0.98 | |
| CSI+LoRot-IForwarded Samples=280M2022.07 | 0.98 | |
| CSI+LoRot-EForwarded Samples=280M2022.07 | 0.978 | |
| RotationsReproduced=true, Forwarded Samples=25M2022.07 | 0.969 | |
| CSIForwarded Samples=280M2022.07 | 0.962 | |
| CSI+LoRot-IForwarded Samples=280M2022.07 | 0.956 | |
| CSI+LoRot-EForwarded Samples=280M2022.07 | 0.954 | |
| Cross-entropyScore=log Dir_0.05(y)2023.03 | 0.94 | |
| VIBScore=log Dir_0.05(y)2023.03 | 0.94 | |
| LoRot-IForwarded Samples=5M2022.07 | 0.936 | |
| LoRot-EForwarded Samples=5M2022.07 | 0.931 | |
| CSIForwarded Samples=280M2022.07 | 0.924 | |
| CutmixReproduced=true, Forwarded Samples=5M2022.07 | 0.921 | |
| Cross-entropyScore=max_y p(y|x)2023.03 | 0.92 | |
| VIBScore=max_y p(y|x)2023.03 | 0.92 | |
| AENIBScore=log Dir_0.05(y)2023.03 | 0.92 | |
| RotationsReproduced=true, Forwarded Samples=25M2022.07 | 0.918 | |
| SupCLRForwarded Samples=70M2022.07 | 0.914 | |
| SupConScore=max_y p(y|x)2023.03 | 0.91 | |
| SupCLRForwarded Samples=70M2022.07 | 0.905 | |
| SLA+SDReproduced=true, Forwarded Samples=20M2022.07 | 0.898 | |
| Cross EntropyReproduced=true, Forwarded Samples=5M2022.07 | 0.878 | |
| SLA+SDReproduced=true, Forwarded Samples=20M2022.07 | 0.86 | |
| AENIBScore=max_y p(y|x)2023.03 | 0.86 | |
| Cross EntropyReproduced=true, Forwarded Samples=5M2022.07 | 0.853 | |
| CutmixReproduced=true, Forwarded Samples=5M2022.07 | 0.843 |