OOD Detection on CIFAR-10 (ID) vs ImageNet-Resize hard OOD (test)
5.6FPR@95DAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DALData usage protocol=ID data and auxiliary OOD data2023.11 | 5.6 | 98.8 | |
| DOEData usage protocol=ID data and auxiliary OOD data2023.11 | 5.98 | 98.75 | |
| POEMData usage protocol=ID data and auxiliary OOD data2023.11 | 6.56 | 98.37 | |
| OEData usage protocol=ID data and auxiliary OOD data2023.11 | 6.76 | 98.58 | |
| KNN+Data usage protocol=ID data only2023.11 | 30.52 | 94.85 | |
| CSIData usage protocol=ID data only2023.11 | 37.47 | 93.93 | |
| ASHData usage protocol=ID data only2023.11 | 46.18 | 88.85 | |
| Free EnergyData usage protocol=ID data only2023.11 | 46.46 | 89.02 |