| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-shot classification | ChestX (test) | Accuracy32.1 | 46 | |
| 5-way classification | ChestX BSCD-FSL | Average Accuracy39.48 | 45 | |
| 5-way Few-shot Classification | ChestX | Accuracy27.86 | 37 | |
| 5-way classification | ChestX (test) | Accuracy28.88 | 30 | |
| Few-shot Image Classification | ChestX CDFSL (test) | Accuracy (5-way 5-shot)28.5 | 25 | |
| 5-way 5-shot classification | ChestX | Accuracy27.05 | 14 | |
| 5-way 1-shot classification | ChestX | Accuracy (%)23.04 | 14 | |
| Lung Segmentation | ChestX8 (test) | Dice Coefficient92.9 | 14 | |
| Few-shot classification | ChestX | Accuracy26.05 | 13 | |
| Image Classification | ChestX | Accuracy54.42 | 9 | |
| 5-way Few-shot Classification | ChestX 50-shot (test) | Accuracy0.2978 | 8 | |
| 5-way Few-shot Classification | ChestX 20-shot (test) | Accuracy27.44 | 8 | |
| Classification | ChestX (test) | Top-1 Accuracy58.61 | 4 |