表 5. Comparison of model performance under the inter-patient paradigm.
inter-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 | 93.80% | 95.91% | 90.02% | 87.46% | 25.32% | 20.88% | 30.67% | 13.95% | − | − | 90.52% | ||||
ResNet50 | 97.84% | 94.48% | 91.98% | 92.32% | 85.56% | 59.77% | 42.26% | 51.25% | − | − | 91.74% | ||||
Inception-ResNet-v2 | 99.45% | 97.35% | 94.93% | 94.84% | 86.27% | 54.22% | 43.76% | 64.37% | − | − | 94.63% | ||||
本文方法 | 95.79% | 99.89% | 97.69% | 86.62% | 91.83% | 62.07% | 63.91% | 30.92% | − | − | 95.48% |