Publications


You can also find my articles on my Google Scholar profile.
Domain Knowledge Powered Deep Learning for Breast Cancer Diagnosis Based on Contrast-Enhanced Ultrasound Videos
Domain Knowledge Powered Deep Learning for Breast Cancer Diagnosis Based on Contrast-Enhanced Ultrasound Videos
Chen Chen, Yong Wang, Jianwei Niu, Xuefeng Liu, Qingfeng Li, Xuantong Gong
IEEE Transactions on Medical Imaging(TMI), 2021
IEEE TMI
1. We find two specific diagnostic patterns radiologists generally follow in temporal and feature.
2. Based on two diagnostic patterns of radiologists, we design two modules (DKG-TAM and DKG-CAM) to incorporate domain knowledge into a deep learning model.
3. We validate our model on Breast-CEUS dataset, and the result demonstrates that radiologists’ domain knowledge can help in improving the performance of neural networks.