OOD Detection on CIFAR-10 (Specialized Metrics)
86Near-AUROCOS-DRE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OS-DREParams=11.4M, Time=37.6±0.72026.04 | 86 | 92 | 89 | 44 | 79 | 92 | |
| D3REParams=11.2M, Time=285.5±0.82026.04 | 85 | 91 | 88 | 46 | 76 | 92 | |
| DRE-∞Params=11.2M, Time=284.4±0.42026.04 | 59 | 73 | 66 | 89 | 47 | 72 | |
| InfoNCEParams=11.2M, Time=40.1±0.72026.04 | 54 | 65 | 59 | 93 | 49 | 69 | |
| PW-DREParams=11.2M, Time=39.9±0.72026.04 | 54 | 56 | 55 | 93 | 45 | 67 | |
| ChiSqParams=11.2M, Time=38.4±0.62026.04 | 53 | 59 | 56 | 87 | 47 | 67 | |
| LogisticParams=11.2M, Time=38.9±1.32026.04 | 53 | 55 | 54 | 92 | 41 | 67 | |
| NCEParams=11.2M, Time=39.7±1.72026.04 | 53 | 55 | 54 | 92 | 41 | 67 |