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Deep Learning for Medical Image Analysis by Dinggang Shen, Hayit Greenspan, S. Kevin Zhou

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Chapter 4

Multi-Instance Multi-Stage Deep Learning for Medical Image Recognition

Zhennan Yan; Yiqiang Zhan; Shaoting Zhang; Dimitris Metaxas; Xiang Sean Zhou    Rutgers University, Piscataway, NJ, United StatesSiemens Healthcare, Malvern, PA, United StatesUniversity of North Carolina at Charlotte, Charlotte, NC, United States

Abstract

Over the last few decades, as the amount of annotated medical data is increasing speedily, deep learning-based approaches have been attracting more attention and enjoyed a great success in the medical imaging field, including computer-aided diagnosis, image segmentation, image registration, image database retrieval, and so on. In medical image recognition problems, by using beautiful biologically-inspired ...

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