| 数据集\算法 | ResNet | CNN | FCN | MLP |
| 原始数据集 | 89.88% | 96.66% | 85.83% | 93.33% |
| Mixup生成数据集 | 87.99% | 95.48% | 84.67% | 92.87% |
| Mixup扩充数据集 | 90.24% | 96.97% | 85.89% | 93.37% |
| ACGAN生成数据集 | 88.51% | 95.90% | 85.16% | 93.02% |
| ACGAN扩充数据集 | 90.51% | 97.31% | 86.12% | 93.95% |
| RL-ACGAN生成数据集 | 89.92% | 96.60% | 85.87% | 93.32% |
| RL-ACGAN扩充数据集 | 91.28% | 98.29% | 86.79% | 94.40% |