OOD Generalization on ImageNet Setup-I 1.0 (test)
83.3ID AccuracyTip-Adapter-F
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Tip-Adapter-FShots=32-shot, Backbone=ViT-B/162024.05 | 83.3 | 62.8 | |
| CRoFTShots=32-shot, Backbone=ViT-B/162024.05 | 83.1 | 63.1 | |
| COOPShots=32-shot, Backbone=ViT-B/162024.05 | 83 | 61.5 | |
| DPLCLIPShots=32-shot, Backbone=ViT-B/162024.05 | 83 | 61.7 | |
| Bayes-CALShots=32-shot, Backbone=ViT-B/162024.05 | 82.9 | 61.5 | |
| CRoFTShots=16-shot, Backbone=ViT-B/162024.05 | 82.5 | 62.9 | |
| COOPShots=16-shot, Backbone=ViT-B/162024.05 | 82.3 | 61.3 | |
| Tip-Adapter-FShots=16-shot, Backbone=ViT-B/162024.05 | 82.3 | 62.5 | |
| DPLCLIPShots=16-shot, Backbone=ViT-B/162024.05 | 82.1 | 61.7 | |
| Bayes-CALShots=16-shot, Backbone=ViT-B/162024.05 | 82.1 | 61.3 | |
| COCOOPShots=32-shot, Backbone=ViT-B/162024.05 | 81.7 | 61.8 | |
| COCOOPShots=16-shot, Backbone=ViT-B/162024.05 | 81.6 | 62.8 | |
| COCOOPShots=1-shot, Backbone=ViT-B/162024.05 | 80 | 61.7 | |
| CRoFTShots=1-shot, Backbone=ViT-B/162024.05 | 79.6 | 61.9 | |
| Tip-Adapter-FShots=1-shot, Backbone=ViT-B/162024.05 | 79.5 | 61.9 | |
| COOPShots=1-shot, Backbone=ViT-B/162024.05 | 79.3 | 60.5 | |
| DPLCLIPShots=1-shot, Backbone=ViT-B/162024.05 | 79.1 | 60.4 | |
| Bayes-CALShots=1-shot, Backbone=ViT-B/162024.05 | 79 | 60.5 | |
| CLIP-AdapterShots=16-shot, Backbone=ViT-B/162024.05 | 78.7 | 59 | |
| CLIP-AdapterShots=32-shot, Backbone=ViT-B/162024.05 | 78.6 | 59.1 | |
| CLIPShots=1-shot, Backbone=ViT-B/162024.05 | 78.2 | 58.4 | |
| CLIP-AdapterShots=1-shot, Backbone=ViT-B/162024.05 | 78.2 | 58.2 | |
| CLIPShots=16-shot, Backbone=ViT-B/162024.05 | 78.2 | 58.4 | |
| CLIPShots=32-shot, Backbone=ViT-B/162024.05 | 78.2 | 58.4 |