| 骨干网络 ResNet50 | 方法 | 1-shot | 5-shot | ||||||||
| 50 | 51 | 52 | 53 | mean | 50 | 51 | 52 | 53 | mean | ||
| CANet [13] | 52.50 | 65.90 | 51.30 | 51.90 | 55.40 | 55.50 | 67.80 | 51.90 | 53.20 | 57.10 | |
| PGNet [24] | 56.00 | 66.90 | 50.60 | 50.40 | 56.00 | 57.70 | 68.70 | 52.90 | 54.60 | 58.50 | |
| CRNet [32] | - | - | - | - | 55.70 | - | - | - | - | 58.80 | |
| PPNet [33] | 48.58 | 60.58 | 55.71 | 46.47 | 52.84 | 58.85 | 68.28 | 66.77 | 57.98 | 62.97 | |
| PFENet [14] | 61.70 | 69.50 | 55.40 | 56.30 | 60.80 | 63.10 | 70.70 | 55.80 | 57.90 | 61.90 | |
| SCL_1 [16] | 56.80 | 67.30 | 53.50 | 52.50 | 57.50 | 59.50 | 68.50 | 54.90 | 53.70 | 59.20 | |
| SCL_2 [16] | 63.00 | 70.00 | 56.50 | 57.70 | 61.80 | 64.50 | 70.90 | 57.30 | 58.70 | 62.90 | |
| HSNet [23] | 64.30 | 70.70 | 60.30 | 60.50 | 63.90 | 70.30 | 73.20 | 67.40 | 67.10 | 69.50 | |
| DCP [25] | 63.81 | 70.54 | 61.16 | 55.69 | 62.80 | 67.19 | 73.15 | 66.39 | 64.48 | 67.80 | |
| BAM [12] | 68.97 | 73.59 | 67.55 | 61.13 | 67.81 | 70.59 | 75.05 | 70.79 | 67.20 | 70.91 | |
| Ours | 69.22 | 73.77 | 67.88 | 61.79 | 68.02 | 71.05 | 74.90 | 71.12 | 67.41 | 71.12 | |