OOD Detection on CIFAR-10 (ID) vs LSUN-Fix (OOD) hard (test)
1.24FPR@95POEM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| POEMData usage protocol=ID data and auxiliary OOD data2023.11 | 1.24 | 98.93 | |
| DALData usage protocol=ID data and auxiliary OOD data2023.11 | 1.39 | 99.47 | |
| OEData usage protocol=ID data and auxiliary OOD data2023.11 | 1.75 | 99.47 | |
| DOEData usage protocol=ID data and auxiliary OOD data2023.11 | 1.97 | 98.71 | |
| ASHData usage protocol=ID data only2023.11 | 4 | 98.2 | |
| Free EnergyData usage protocol=ID data only2023.11 | 6.42 | 98.85 | |
| KNN+Data usage protocol=ID data only2023.11 | 24.88 | 95.75 | |
| CSIData usage protocol=ID data only2023.11 | 39.79 | 93.63 |