表 4. Comparison of model performance under intra-patient paradigm.
intra-patient范式下模型性能对比
| 网络 | N | V | S | F | Q | 整体准确率 | |||||||||
| Sen | Ppv | Sen | Ppv | Sen | Ppv | Sen | Ppv | Sen | Ppv | ||||||
| 注：加粗数据为最优结果 | |||||||||||||||
| VGG16 | 95.86% | 97.93% | 92.40% | 96.95% | 82.01% | 89.23% | 88.88% | 74.42% | 91.23% | 99.81% | 97.26% | ||||
| ResNet50 | 99.54% | 99.03% | 97.92% | 97.69% | 92.54% | 93.66% | 89.92% | 91.57% | 98.32% | 99.12% | 98.46% | ||||
| Inception-ResNet-v2 | 99.82% | 99.50% | 97.79% | 98.36% | 92.01% | 94.45% | 84.21% | 92.11% | 99.49% | 99.90% | 99.35% | ||||
| 本文方法 | 99.79% | 99.77% | 98.66% | 99.01% | 95.51% | 94.68% | 90.55% | 92.17% | 92.30% | 100% | 99.52% | ||||