5-way Few-shot Image Classification on FC100
67Mean AccuracyPMCE
Evaluation Results
| Method | Links | |
|---|---|---|
| PMCEBackbone=Swin-T, Semantic=Yes, Shot=5-shot2026.01 | 67 | |
| SAFFBackbone=Vit-B, Semantic=Yes, Shot=5-shot2026.01 | 66.22 | |
| PMCEBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 63.67 | |
| PBMLBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 62.96 | |
| PRSNBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 62.95 | |
| CORLBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 61.31 | |
| SP-PretrainBackbone=ViT-S, Semantic=Yes, Shot=5-shot2026.01 | 59.48 | |
| SSFormersBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 58.92 | |
| ProtoNetBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 57.08 | |
| MetaOptNetBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 55.5 | |
| PMCEBackbone=Swin-T, Semantic=Yes, Shot=1-shot2026.01 | 52.46 | |
| PMCEBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 49.81 | |
| PBMLBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 47.92 | |
| PRSNBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 47.91 | |
| MetaOptNetBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 47.2 | |
| SAFFBackbone=Vit-B, Semantic=Yes, Shot=1-shot2026.01 | 47.17 | |
| CORLBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 44.82 | |
| SP-PretrainBackbone=ViT-S, Semantic=Yes, Shot=1-shot2026.01 | 43.77 | |
| SSFormersBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 43.72 | |
| ProtoNetBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 41.54 |