Open-Set OOD Detection on ImageNet Setup-I 1.0 (test)
87.2AUROCCRoFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CRoFTShots=16-shot, Backbone=ViT-B/162024.05 | 87.2 | 52 | |
| CRoFTShots=32-shot, Backbone=ViT-B/162024.05 | 86.5 | 55.2 | |
| CRoFTShots=1-shot, Backbone=ViT-B/162024.05 | 80.5 | 69.3 | |
| COOPShots=32-shot, Backbone=ViT-B/162024.05 | 79.1 | 70.6 | |
| DPLCLIPShots=16-shot, Backbone=ViT-B/162024.05 | 78.6 | 72.4 | |
| Bayes-CALShots=16-shot, Backbone=ViT-B/162024.05 | 78.3 | 71.3 | |
| Bayes-CALShots=32-shot, Backbone=ViT-B/162024.05 | 78.3 | 70.9 | |
| COCOOPShots=16-shot, Backbone=ViT-B/162024.05 | 78.1 | 73.6 | |
| DPLCLIPShots=1-shot, Backbone=ViT-B/162024.05 | 77.9 | 77.3 | |
| COOPShots=16-shot, Backbone=ViT-B/162024.05 | 77.8 | 73.4 | |
| DPLCLIPShots=32-shot, Backbone=ViT-B/162024.05 | 77.8 | 72.6 | |
| COCOOPShots=1-shot, Backbone=ViT-B/162024.05 | 77.3 | 77.5 | |
| COOPShots=1-shot, Backbone=ViT-B/162024.05 | 76.7 | 78.1 | |
| Tip-Adapter-FShots=1-shot, Backbone=ViT-B/162024.05 | 76.3 | 79.6 | |
| CLIP-AdapterShots=32-shot, Backbone=ViT-B/162024.05 | 76.1 | 79.5 | |
| CLIP-AdapterShots=16-shot, Backbone=ViT-B/162024.05 | 76 | 79.7 | |
| CLIP-AdapterShots=1-shot, Backbone=ViT-B/162024.05 | 75.9 | 79.3 | |
| CLIPShots=1-shot, Backbone=ViT-B/162024.05 | 75.6 | 77.3 | |
| CLIPShots=16-shot, Backbone=ViT-B/162024.05 | 75.6 | 77.3 | |
| CLIPShots=32-shot, Backbone=ViT-B/162024.05 | 75.6 | 77.3 | |
| Bayes-CALShots=1-shot, Backbone=ViT-B/162024.05 | 75.5 | 77.2 | |
| COCOOPShots=32-shot, Backbone=ViT-B/162024.05 | 72.3 | 79.4 | |
| Tip-Adapter-FShots=16-shot, Backbone=ViT-B/162024.05 | 71.7 | 82.9 | |
| Tip-Adapter-FShots=32-shot, Backbone=ViT-B/162024.05 | 68.1 | 85.9 |