OOD Detection on CIFAR-100 (Near/Far AUROC, AUPR)
61Near-domain AUROCD3RE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| D3REParams=11.2M, Time=285.4±1.92026.04 | 61 | 69 | 65 | 90 | 47 | 73 | |
| OS-DREParams=11.4M, Time=36.6±0.62026.04 | 61 | 70 | 65 | 90 | 49 | 72 | |
| PW-DREParams=11.2M, Time=42.2±1.72026.04 | 53 | 56 | 54 | 91 | 42 | 65 | |
| ChiSqParams=11.2M, Time=42.4±0.82026.04 | 52 | 51 | 51 | 90 | 41 | 65 | |
| LogisticParams=11.2M, Time=41.8±0.72026.04 | 52 | 51 | 52 | 96 | 41 | 65 | |
| NCEParams=11.2M, Time=42.7±0.72026.04 | 52 | 51 | 52 | 96 | 41 | 65 | |
| InfoNCEParams=11.2M, Time=42.1±1.52026.04 | 52 | 57 | 55 | 93 | 46 | 65 | |
| DRE-∞Params=11.2M, Time=283.6±0.92026.04 | 51 | 71 | 61 | 84 | 51 | 67 |