Department of Radiation Oncology, Emory University, Atlanta, GA, USA.
Winship Cancer Institute, Emory University, Atlanta, GA, USA.
J Appl Clin Med Phys. 2021 Jan;22(1):11-36. doi: 10.1002/acm2.13121. Epub 2020 Dec 11.
This paper reviewed the deep learning-based studies for medical imaging synthesis and its clinical application. Specifically, we summarized the recent developments of deep learning-based methods in inter- and intra-modality image synthesis by listing and highlighting the proposed methods, study designs, and reported performances with related clinical applications on representative studies. The challenges among the reviewed studies were then summarized with discussion.
本文回顾了基于深度学习的医学影像合成及其临床应用研究。具体来说，我们通过列出并突出所提出的方法、研究设计以及在具有代表性的研究中的相关临床应用报告的性能，总结了基于深度学习的跨模态和同模态图像合成方法的最新进展。然后，通过讨论总结了所回顾研究中的挑战。
