| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| miniImageNet | MUSIC | Accuracy (5-shot)85.99 | 150 | 1mo ago | |
| Mini-ImageNet (test) | PMCE | 1-shot Accuracy85.03 | 141 | 1mo ago | |
| CUB | STL DeepBDC | 5-shot Acc94.02 | 95 | 1mo ago | |
| miniImageNet standard (test) | GAP | Accuracy71.55 | 91 | 1mo ago | |
| Cars | MLVLM | Accuracy99.74 | 58 | 1mo ago | |
| tieredImageNet | MUSIC | Accuracy (1-shot)85.4 | 49 | 1mo ago | |
| tiered-ImageNet | Accuracy86.03 | 39 | 1mo ago | ||
| miniImageNet 5-way (test) | Dynamic Meta-filter (Ours) | 1-shot Acc67.76 | 39 | 1mo ago | |
| ChestX | SRasP | Accuracy27.86 | 37 | 1mo ago | |
| Crop Diseases | Accuracy96.9 | 37 | 1mo ago | ||
| Plantae | Accuracy64.81 | 37 | 1mo ago | ||
| CUB (test) | FEAT | Accuracy82.9 | 36 | 1mo ago | |
| tiered-ImageNet (test) | SMKD + HCT | 1-shot Acc79.74 | 33 | 1mo ago | |
| Omniglot (test) | DCN4 | Accuracy (1-shot)99.8 | 27 | 1mo ago | |
| tieredImageNet (test) | PMCE | Accuracy (1-shot)83.5 | 26 | 1mo ago | |
| tieredImageNet 5-way (meta-test) | MetaOptNet-SVM(+EHG) | Accuracy80.62 | 24 | 1mo ago | |
| miniImageNet 5-way (meta-test) | MetaOptNet-SVM(+EHG) | Accuracy76.5 | 24 | 1mo ago | |
| ModelNet40 | NPNet | Mean Accuracy93.2 | 18 | 1mo ago | |
| MiniImageNet | HMS (Ours) | Acc (1-shot)48.12 | 17 | 1mo ago | |
| PlantVillage Under Visual Domain Shift | ProtoNet (Full) | 1-shot Accuracy71.2 | 8 | 1mo ago | |
| CropDisease 50-shot (test) | SEAL | Accuracy97.91 | 8 | 1mo ago | |
| EuroSAT 50-shot (test) | SEAL | Accuracy91.94 | 8 | 1mo ago | |
| ISIC 50-shot (test) | SEAL | Accuracy60.59 | 8 | 1mo ago | |
| ChestX 50-shot (test) | SEAL | Accuracy0.2978 | 8 | 1mo ago | |
| CropDisease 20-shot (test) | SEAL | Accuracy95.67 | 8 | 1mo ago |
