神经网络在医学图像处理中的应用综述。

Zhenghao Shi, Lifeng He, Kenji Suzuki, Tsuyoshi Nakamura, Hidenori Itoh
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引用次数: 0

摘要

本文综述了神经网络在医学图像处理中的应用。我们根据神经网络的处理目标和医学图像的性质对其进行分类。本文介绍了各种方法的主要贡献、优缺点。讨论了神经网络在医学图像处理中的应用存在的问题,并对今后的研究进行了展望。通过这项调查,我们试图回答以下两个重要问题:(1)神经网络在医学图像处理中的主要应用是什么?(2)应用神经网络解决医学图像处理任务的主要优点和缺点是什么?我们相信这将对从事医学图像处理神经网络技术的研究人员非常有帮助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Survey on Neural Networks Used for Medical Image Processing.

This paper aims to present a review of neural networks used in medical image processing. We classify neural networks by its processing goals and the nature of medical images. Main contributions, advantages, and drawbacks of the methods are mentioned in the paper. Problematic issues of neural network application for medical image processing and an outlook for the future research are also discussed. By this survey, we try to answer the following two important questions: (1) What are the major applications of neural networks in medical image processing now and in the nearby future? (2) What are the major strengths and weakness of applying neural networks for solving medical image processing tasks? We believe that this would be very helpful researchers who are involved in medical image processing with neural network techniques.

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