OOD Detection on CIFAR-100 IND (Gaussian Noise OOD)
99.8AUROCEnergy + pNML
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Energy + pNMLBackbone=WideResNet-402021.10 | 99.8 | 100 | 99.8 | |
| EnergyBackbone=WideResNet-402021.10 | 92 | 9.6 | 92.3 | |
| CE+AUCOCLOOD detector=EBM2023.08 | 78.3 | — | — | |
| CE+AUCOCLOOD detector=MaxLogit2023.08 | 78.02 | — | — | |
| CE+AUCOCLOOD detector=ODIN2023.08 | 76.9 | — | — | |
| FL+AUCOCLOOD detector=ODIN2023.08 | 76.82 | — | — | |
| FL+S-AvUCOOD detector=ODIN2023.08 | 76.72 | — | — | |
| FL+AUCOCLOOD detector=MSP2023.08 | 76.51 | — | — | |
| CE+AUCOCLOOD detector=MSP2023.08 | 76.03 | — | — | |
| FL (gamma=3)OOD detector=ODIN2023.08 | 75.35 | — | — | |
| CEOOD detector=ODIN2023.08 | 75.22 | — | — | |
| FL+AUCOCLOOD detector=MaxLogit2023.08 | 75.14 | — | — | |
| FL (gamma=3)OOD detector=MSP2023.08 | 75.12 | — | — | |
| AdaFLOOD detector=ODIN2023.08 | 74.68 | — | — | |
| FL+AUCOCLOOD detector=EBM2023.08 | 74.68 | — | — | |
| CE+MMCEOOD detector=MSP2023.08 | 74.67 | — | — | |
| AdaFLOOD detector=MSP2023.08 | 74.53 | — | — | |
| CE+MMCEOOD detector=ODIN2023.08 | 74.53 | — | — | |
| CEOOD detector=MaxLogit2023.08 | 74.51 | — | — | |
| FL+MMCEOOD detector=MSP2023.08 | 74.42 | — | — | |
| FL+MMCEOOD detector=ODIN2023.08 | 74.39 | — | — | |
| CEOOD detector=MSP2023.08 | 74.37 | — | — | |
| FL+S-ECEOOD detector=MSP2023.08 | 74.29 | — | — | |
| FL+S-ECEOOD detector=ODIN2023.08 | 73.97 | — | — | |
| CE+S-AvUCOOD detector=MSP2023.08 | 73.63 | — | — | |
| CE+S-AvUCOOD detector=ODIN2023.08 | 73.62 | — | — | |
| FL (gamma=3)OOD detector=MaxLogit2023.08 | 73.43 | — | — | |
| CE+S-ECEOOD detector=MSP2023.08 | 73.29 | — | — | |
| CE+S-ECEOOD detector=ODIN2023.08 | 73.18 | — | — | |
| FL (gamma=3)OOD detector=EBM2023.08 | 72.83 | — | — | |
| FL+S-AvUCOOD detector=MSP2023.08 | 72.78 | — | — | |
| CE+S-AvUCOOD detector=MaxLogit2023.08 | 72.16 | — | — | |
| CE+S-AvUCOOD detector=EBM2023.08 | 72.05 | — | — | |
| CE+S-ECEOOD detector=MaxLogit2023.08 | 71.59 | — | — | |
| FL+S-ECEOOD detector=MaxLogit2023.08 | 71.51 | — | — | |
| CE+S-ECEOOD detector=EBM2023.08 | 71.36 | — | — | |
| AdaFLOOD detector=MaxLogit2023.08 | 71.29 | — | — | |
| CE+MMCEOOD detector=MaxLogit2023.08 | 70.67 | — | — | |
| AdaFLOOD detector=EBM2023.08 | 70.58 | — | — | |
| FL+S-ECEOOD detector=EBM2023.08 | 70.26 | — | — | |
| CE+MMCEOOD detector=EBM2023.08 | 70.17 | — | — | |
| FL+MMCEOOD detector=MaxLogit2023.08 | 70.01 | — | — | |
| FL+S-AvUCOOD detector=MaxLogit2023.08 | 69.53 | — | — | |
| FL+MMCEOOD detector=EBM2023.08 | 68.7 | — | — | |
| FL+S-AvUCOOD detector=EBM2023.08 | 68.51 | — | — | |
| CEOOD detector=EBM2023.08 | 66.18 | — | — |