Identification and Localization of Breast Tumor Components via a Convolutional Neural Network Based on High-Frequency Ultrasound Combined With Histopathologic Registration: Prospective Study
Identification and Localization of Breast Tumor Components via a Convolutional Neural Network Based on High-Frequency Ultrasound Combined With Histopathologic Registration: Prospective Study
Jia-Qian Yao
1
* , MD ;
Wen-Wen Zhou
1, 2
* , MD ;
Zhi-Fei Chai
3
, ME ;
Fei Ren
3
, PhD ;
Tong-Yi Huang
1
, MD ;
Tian-Tian Zhen
4
, MD ;
Hui-Juan Shi
4
, MD, PhD ;
Xiao-Yan Xie
1
, MD, PhD ;
Ze Zhao
3
, PhD ;
Ming Xu
1
, MD, PhD
1
Department of Medical Ultrasonics, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
2
Department of Medical Ultrasonics, Suzhou Municipal Hospital Affiliated with Nanjing Medical University, Suzhou, China
3
Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China
4
Department of Pathology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
*these authors contributed equally
Corresponding Author:
-
Ming Xu, MD, PhD
-
Department of Medical Ultrasonics
-
The First Affiliated Hospital, Sun Yat-sen University
-
58 Zhongshan 2nd Road
-
Guangzhou 510080
-
China
-
Phone:
+86-020-8776 518
-
Email: xuming8@mail.sysu.edu.cn