OOD Detection on ImageNet-100 (ID) vs NINCO (OOD)
96.9AUROCSingle (Neg, InfoNCE)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Single (Neg, InfoNCE)Backbone=ResNet182026.03 | 96.9 | 17.8 | |
| Generalized (Neg, InfoNCE)Backbone=ResNet182026.03 | 96.8 | 19 | |
| Single (Neg)Backbone=ResNet182026.03 | 94.3 | 49.8 | |
| Energy (T=1)Backbone=ResNet182026.03 | 89.9 | 33.7 | |
| COMBOODBackbone=ResNet182026.03 | 89.5 | 42.2 | |
| MSPBackbone=ResNet182026.03 | 88.8 | 38 | |
| Generalized (Neg,Vol, InfoNCE)Backbone=ResNet182026.03 | 88.1 | 76 | |
| D-KNNBackbone=ResNet182026.03 | 87.6 | 48.5 | |
| NACBackbone=ResNet182026.03 | 86.1 | 52.8 | |
| Generalized (Neg)Backbone=ResNet182026.03 | 86.1 | 75.5 | |
| CIDERBackbone=ResNet182026.03 | 86 | 45.6 | |
| ViMBackbone=ResNet182026.03 | 85.4 | 48.3 | |
| Single (Neg,Vol, InfoNCE)Backbone=ResNet182026.03 | 80 | 86.6 | |
| MahalanobisBackbone=ResNet182026.03 | 71.7 | 81.4 | |
| Generalized (Neg,Vol)Backbone=ResNet182026.03 | 68.9 | 90 | |
| Single (Neg,Vol)Backbone=ResNet182026.03 | 68.8 | 89.3 | |
| Generalized (Vol)Backbone=ResNet182026.03 | 67.6 | 90.5 | |
| Single (Vol)Backbone=ResNet182026.03 | 64.6 | 90.9 | |
| KNN (ℓ2)Backbone=ResNet182026.03 | 55.4 | 88.3 |