基于多尺度条件生成对抗网络血细胞图像分类检测方法

陈雪云,黄小巧,谢丽

Classification and detection method of blood cells images based on multi-scale conditional generative adversarial network

Xue-yun CHEN,Xiao-qiao HUANG,Li XIE

表 4 U-Net网络中各类细胞在不同数据库训练下测试结果对比

Tab.4 Comparison of all kinds of cells detection results in U-Net under different database training　　　　　　　　　　 %

训练集 P1 P2 P3 P4 P5 P6 RD 90.5 91.3 88.6 87.6 90.9 88.1 RD+CGAN 91.0 91.7 90.7 88.7 91.9 89.1 RD+pix2pix 92.2 93.1 91.7 89.9 93.5 91.0 RD+pix2pix+MD 94.1 96.9 96.9 95.5 96.7 96.0 RD+MCGAN 94.7 99.1 98.9 98.9 98.9 99.0