5-way Few-shot Image Classification on CIFAR-FS
90.26Mean AccuracySAFF
Evaluation results
| Method | Links | |
|---|---|---|
| SAFFBackbone=Vit-B, Semantic=Yes, Shot=5-shot2026.01 | 90.26 | |
| PRSNBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 90.22 | |
| PMCEBackbone=Swin-T, Semantic=Yes, Shot=5-shot2026.01 | 89.02 | |
| CadsBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 87.67 | |
| CORLBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 87.54 | |
| DDCBackbone=WRN-28-10, Semantic=No, Shot=5-shot2026.01 | 87.24 | |
| SSFormersBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 86.61 | |
| SP-PretrainBackbone=ViT-S, Semantic=Yes, Shot=5-shot2026.01 | 85.98 | |
| ProtoNet + SEVProBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 85.86 | |
| PBMLBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 85.51 | |
| LPEBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 85.3 | |
| PMCEBackbone=ResNet-12, Semantic=Yes, Shot=5-shot2026.01 | 84.76 | |
| MetaOptNetBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 84.3 | |
| PMCEBackbone=Swin-T, Semantic=Yes, Shot=1-shot2026.01 | 80.92 | |
| PRSNBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 78.72 | |
| SAFFBackbone=Vit-B, Semantic=Yes, Shot=1-shot2026.01 | 78.5 | |
| PMCEBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 76.97 | |
| DDCBackbone=WRN-28-10, Semantic=No, Shot=1-shot2026.01 | 76.47 | |
| LPEBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 74.88 | |
| SSFormersBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 74.5 | |
| CORLBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 74.13 | |
| ProtoNet + SEVProBackbone=ResNet-12, Semantic=Yes, Shot=1-shot2026.01 | 74.01 | |
| CadsBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 73.23 | |
| PBMLBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 73.07 | |
| MetaOptNetBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 72.8 | |
| ProtoNetBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 72 | |
| SP-PretrainBackbone=ViT-S, Semantic=Yes, Shot=1-shot2026.01 | 71.99 | |
| QSFormerBackbone=ResNet-12, Semantic=No, Shot=5-shot2026.01 | 61.58 | |
| ProtoNetBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 55.5 | |
| QSFormerBackbone=ResNet-12, Semantic=No, Shot=1-shot2026.01 | 46.51 |