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深度学习在医学影像中应用综述

施俊(上海大学)

摘 要
基于深度学习的医学影像智能计算是目前智慧医疗领域的研究热点。深度学习已经广泛应用于医学影像处理、分析的全流程。本文主要覆盖X射线、超声、计算机断层扫描和磁共振这四种临床常用模态,从图像重建、病灶检测、图像分割、图像配准和计算机辅助诊断这五个方面对深度学习在医学影像中的应用现状进行了综述,并且进行了一定的前景展望。
关键词
Applications of deep learning in medical imaging: A Survey

Shi Jun()

Abstract
The deep learning based intelligent computing of medical imaging has been a hot topic in the field of smart healthcare. Deep learning has been widely used in the whole pipeline for medical image processing and analysis. In this work, we will summarize various applications of deep learning in medical imaging, including mainly image reconstruction, lesion detection, image segmentation, image registration and computer-aided diagnosis using X-ray, ultrasound, computed tomography and magnetic resonance imaging. The future directions of medical imagings are also discussed.
Keywords
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