OOD Detection on ImageNet-100 (ID) vs Textures (OOD)
99.58AUROCEIHF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EIHFBackbone=ResNet-502026.05 | 99.58 | 1.41 | |
| DynProtoBackbone=CLIP-B/162026.04 | 99.53 | 2.45 | |
| Single (Neg, InfoNCE)Backbone=ResNet182026.03 | 99.3 | 0 | |
| D-KNNBackbone=ResNet182026.03 | 99.1 | 5.5 | |
| Single (Neg)Backbone=ResNet182026.03 | 99.1 | 0.3 | |
| Generalized (Neg, InfoNCE)Backbone=ResNet182026.03 | 99.1 | 0 | |
| DPLBackbone=ResNet-502026.05 | 98.97 | 9.95 | |
| COMBOODBackbone=ResNet182026.03 | 98.7 | 4.7 | |
| CSPBackbone=CLIP-B/162026.04 | 98.17 | 8.31 | |
| FABackbone=CLIP-B/162026.04 | 97.3 | 12.4 | |
| LoCoOpBackbone=CLIP-B/162026.04 | 97.23 | 13.41 | |
| Generalized (Neg)Backbone=ResNet182026.03 | 96.6 | 15.2 | |
| ViMBackbone=ResNet182026.03 | 96.4 | 17.1 | |
| NegLabelBackbone=CLIP-B/162026.04 | 96.24 | 19.49 | |
| PALMBackbone=ResNet-502026.05 | 96.16 | 17.02 | |
| AdaNDBackbone=CLIP-B/162026.04 | 96.12 | 13.1 | |
| CoOpBackbone=CLIP-B/162026.04 | 95.78 | 18.9 | |
| CIDERBackbone=ResNet-502026.05 | 95.44 | 19.31 | |
| SSD+Backbone=ResNet-502026.05 | 94.84 | 26.49 | |
| KNN+Backbone=ResNet-502026.05 | 94.42 | 26.6 | |
| MCMBackbone=CLIP-B/162026.04 | 93.34 | 37.64 | |
| MSPBackbone=ResNet182026.03 | 93.1 | 27.3 | |
| Generalized (Neg,Vol, InfoNCE)Backbone=ResNet182026.03 | 92 | 73.6 | |
| NACBackbone=ResNet182026.03 | 90.4 | 42 | |
| Energy (T=1)Backbone=ResNet182026.03 | 90.2 | 21.8 | |
| CIDERBackbone=ResNet182026.03 | 89.9 | 32.3 | |
| MahalanobisBackbone=ResNet182026.03 | 84.5 | 74.9 | |
| Single (Neg,Vol, InfoNCE)Backbone=ResNet182026.03 | 77.3 | 97.2 | |
| Generalized (Neg,Vol)Backbone=ResNet182026.03 | 74.1 | 97.7 | |
| Generalized (Vol)Backbone=ResNet182026.03 | 71 | 98.2 | |
| Single (Neg,Vol)Backbone=ResNet182026.03 | 67.9 | 96.2 | |
| Single (Vol)Backbone=ResNet182026.03 | 61.8 | 97.4 | |
| KNN (ℓ2)Backbone=ResNet182026.03 | 61.2 | 84.1 |