5-way Few-shot Classification on FC100
56.38Accuracy (5-way 1-shot)SYNTRANS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SYNTRANSBackbone=ViT-S2026.05 | 56.38 | 69.45 | |
| Ours-RawBackbone=DINOv2-L2026.05 | 56.01 | 77.67 | |
| Ours-PCA 512Backbone=DINOv2-L2026.05 | 55.34 | 76 | |
| Ours-ICA 256Backbone=DINOv2-L2026.05 | 54.79 | 76.67 | |
| SemFewBackbone=Swin-T2026.05 | 54.27 | 65.02 | |
| Ours-ICA 512Backbone=DINOv2-L2026.05 | 53.98 | 78.74 | |
| Ours-PCA 256Backbone=DINOv2-L2026.05 | 53.56 | 73.2 | |
| SYNTRANSBackbone=ResNet-122026.05 | 52.3 | 64.91 | |
| Ours-ICA 128Backbone=DINOv2-L2026.05 | 52.02 | 71.2 | |
| RFSBackbone=SEResNet-122026.05 | 52 | 68.8 | |
| Ours-PCA 128Backbone=DINOv2-L2026.05 | 51.26 | 69.68 | |
| SMKDBackbone=ViT-S2026.05 | 50.38 | 68.37 | |
| SP-CLIPBackbone=Visformer-T2026.05 | 48.53 | 61.55 | |
| FewTUREBackbone=Swin-T2026.05 | 47.68 | 63.81 | |
| MetaOptNetBackbone=ResNet-122026.05 | 47.2 | 55.5 | |
| ProtoNetBackbone=ResNet-122026.05 | 41.54 | 57.08 |