| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 5-way 1-shot Classification | CD-FSL ISIC, EuroSAT, CropDisease, ChestX (test) | Accuracy (ISIC)45.01 | 74 | |
| 5-way 5-shot Classification | CD-FSL (ISIC, EuroSAT, CropDisease, ChestX) (test) | Accuracy (ISIC)61.41 | 60 | |
| Few-shot Image Classification | CD-FSL 5-way 5-shot (test) | ChestX Accuracy28.93 | 38 | |
| Few-shot Image Classification | CD-FSL 5-way 1-shot (test) | ChestX Accuracy23.98 | 38 | |
| Cross-domain few-shot classification | CD-FSL benchmark | Mean Accuracy79.5 | 33 | |
| Cross-domain few-shot classification | CD-FSL (test) | ChestX0.2667 | 11 |