| 归一化方法 | None | BN | IN | FRN | GN |
| Mini-batch Size | 识别准确率/% | ||||
| 2 | 91.72 | 95.71 | 96.00 | 80.86 | 97.71 |
| 4 | 91.72 | 96.28 | 95.71 | 78.86 | 96.37 |
| 8 | 93.43 | 97.14 | 96.85 | 91.72 | 98.00 |
| 16 | 92.00 | 96.00 | 97.43 | 93.43 | 96.86 |
| 32 | 78.29 | 93.14 | 92.86 | 90.00 | 96.57 |
| 64 | 74.00 | 84.86 | 91.14 | 79.14 | 95.43 |