| 方法 | 主干网络 | Mini-ImageNet数据集 | |
| 1-shot | 5-shot | ||
| Matching Net [27] | 4 CONV | 43.44 ± 0.77 | 55.31 ± 0.73 |
| Proto Net [12] | 4 CONV | 49.42 ± 0.78 | 68.20 ± 0.66 |
| MAML [21] | 4 CONV | 48.70 ± 1.75 | 63.11 ± 0.92 |
| MAML++ [28] | 4 CONV | 52.15 ± 0.26 | 68.32 ± 0.44 |
| Relation Net [22] | 4 CONV | 50.44 ± 0.82 | 65.32 ± 0.70 |
| Meta-Baseline [29] | ResNet12 | 63.17 ± 0.23 | 79.26 ± 0.17 |
| LEO [30] | WRN-28-10 | 61.76 ± 0.08 | 77.59 ± 0.12 |
| Trans Match [31] | WRN-28-10 | 61.12 ± 1.02 | 79.30 ± 0.59 |
| MTL [26] | ResNet25 | 61.54 ± 0.83 | 77.45 ± 0.60 |
| Ours | Vit-small | 91.87 ± 1.35 | 97.38 ± 2.05 |