| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| tieredImageNet (test) | MPA | Accuracy98.79 | 282 | 3mo ago | |
| Mini-ImageNet | P>M>F | 1-shot Acc95.3 | 178 | 2mo ago | |
| CUB (test) | MetaQDA | Accuracy97.4 | 145 | 3mo ago | |
| miniImageNet standard (test) | EfficientFSL | 5-way 1-shot Acc98.34 | 138 | 3mo ago | |
| miniImagenet (test) | Meta DeepBDC | Accuracy84.46 | 120 | 3mo ago | |
| ModelNet40 10-way 20-shot | CSCon | Accuracy96.5 | 117 | 28d ago | |
| ModelNet40 10-way 10-shot | ReCon | Accuracy95.2 | 117 | 28d ago | |
| mini-ImageNet (test) | Units-NTS | Accuracy92.18 | 113 | 3mo ago | |
| Omniglot (test) | ProtoNets | Accuracy99.58 | 109 | 3mo ago | |
| EuroSAT | Accuracy92.37 | 107 | 12d ago | ||
| ModelNet40 5-way 20-shot | CSCon | Accuracy99.4 | 102 | 28d ago | |
| ModelNet40 5-way 10-shot | PointGPT-S | Accuracy98 | 102 | 28d ago | |
| miniImageNet | P>M>F | 5-way 5-shot Accuracy98.4 | 98 | 19d ago | |
| CUB | MCL-Katz | Accuracy93.18 | 96 | 3mo ago | |
| ImageNet mini | uDTW | Accuracy97.13 | 92 | 8d ago | |
| Mini-Imagenet 5-way 5-shot | PMF | Accuracy98 | 87 | 3mo ago | |
| mini-ImageNet → CUB (test) | FCAM | Accuracy (5-shot)80.92 | 82 | 2mo ago | |
| Mini-ImageNet 1-shot 5-way (test) | PTMAP-SF-SOTp | Accuracy85.59 | 82 | 3mo ago | |
| CIFAR-FS | Ours-PCA 512 | Accuracy (5-way 1-shot)91.35 | 78 | 19d ago | |
| Places | Accuracy84.41 | 76 | 12d ago | ||
| MiniImageNet 5-way 10-shot (test) | Oracle | Accuracy71.78 | 69 | 3mo ago | |
| ModelNet40 (test) | MaskFeat3D | Mean Accuracy98.4 | 68 | 3mo ago | |
| CUB-200 2011 (test) | FRN+ + TDM | 5-way 1-shot Acc84.36 | 68 | 2mo ago | |
| CUB-200 2011 | ARF-SFR-Net-Snapshot | 5-way 1-shot Acc86.96 | 66 | 8d ago | |
| Omniglot | MAML | Accuracy99.9 | 66 | 8d ago |
