| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| miniImageNet (test) | Robust 20 Full | Accuracy81.94 | 231 | 1mo ago | |
| tieredImageNet (test) | ESPT | Accuracy87.49 | 66 | 1mo ago | |
| EuroSat | UniSiam | Average Accuracy95.34 | 51 | 1mo ago | |
| miniImageNet 5-way (test) | LST | Accuracy (1-shot)70.1 | 47 | 1mo ago | |
| ChestX BSCD-FSL | UniSiam | Average Accuracy39.48 | 45 | 1mo ago | |
| ISIC BSCD-FSL | UniSiam | Average Accuracy62.27 | 45 | 1mo ago | |
| CropDisease (test) | SRasP | Accuracy97.06 | 30 | 1mo ago | |
| EuroSAT (test) | SRasP | Accuracy92.41 | 30 | 1mo ago | |
| ISIC (test) | REAP | Accuracy55.28 | 30 | 1mo ago | |
| ChestX (test) | ReCIT | Accuracy28.88 | 30 | 1mo ago | |
| Plantae (test) | SRasP | Accuracy78.73 | 29 | 1mo ago | |
| Places (test) | SRasP | Accuracy89.8 | 29 | 1mo ago | |
| Cars (test) | FLoR | Accuracy68.44 | 29 | 1mo ago | |
| CUB (test) | FLoR | Accuracy96.53 | 29 | 1mo ago | |
| CIFAR-FS | MCT (Pair) | 1-shot Accuracy87.28 | 23 | 1mo ago | |
| CUB | MPA | Accuracy99.32 | 21 | 1mo ago | |
| Low-resolution Single-domain 5-shot | MTL | Accuracy75.5 | 9 | 1mo ago | |
| Low-resolution Single-domain 1-shot | MTL | Accuracy61.2 | 9 | 1mo ago | |
| ISIC | Cross | Accuracy (5-way, 5-shot)49.68 | 8 | 1mo ago | |
| FC100 | MCT (Pair) | Accuracy (1-shot)51.27 | 8 | 1mo ago | |
| Cross-domain 5-shot | Fine-tune | Accuracy74.88 | 7 | 1mo ago | |
| High-resolution Single-domain 5-shot | Fine-tune | Accuracy79.82 | 7 | 1mo ago | |
| High-resolution Single-domain 1-shot | Fine-tune | Accuracy60.88 | 7 | 1mo ago | |
| CIFAR100 Fewshot (test) | MTL | Accuracy (1-shot)45.1 | 6 | 1mo ago | |
| Omniglot | SImPa | Accuracy98.352 | 5 | 1mo ago |
