研究领域
研究领域主要涉及基于机器学习算法的MRI肝脏影像自动化处理,包括肝脏及肿瘤的自动分割,肝纤维化自动分级,小肝癌自动检测,LI-RADs自动评分等
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Zheng R#, Shi C#, Wang C, Shi N, Qiu T, Chen W, Shi Y*, Wang H*. Imaging-Based Staging of Hepatic Fibrosis in Patients with Hepatitis B: A Dynamic Radiomics Model Based on Gd-EOB-DTPA-Enhanced MRI. Biomolecules. 2021;11(2):307.
Zheng R#, Wang L#, Wang C, Yu X, Chen W, Li Y, Li W, Yan F, Wang H*, Li R*. Feasibility of automatic detection of small hepatocellular carcinoma (≤2 cm) in cirrhotic liver based on pattern matching and deep learning. Phys Med Biol. 2021;66(8):085014.
Zheng R#, Zhao XZ#, Zhao XM*, Wang H*. Deep Learning Based Multi-modal Cardiac MR Image Segmentation.International Workshop on Statistical Atlases and Computational Models of the Heart. Springer, Cham. 2019;263-270.
Wang H*,Zheng R, Dai F, Wang Q, Wang C*. High-field mr diffusion-weighted image denoising using a joint denoising convolutional neural network. J Magn Reson Imaging. 2019;50(6):1937-1947.