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

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Chapter 16

Deep Networks and Mutual Information Maximization for Cross-Modal Medical Image Synthesis

Raviteja Vemulapalli; Hien Van Nguyen; S. Kevin Zhou    University of Maryland, College Park, MD, United StatesUber Advanced Technology Center, Pittsburgh, PA, United StatesSiemens Healthineers Technology Center, Princeton, NJ, United States

Abstract

Recently, cross-modal medical image synthesis has been receiving significant attention due to its potential applications such as registration, segmentation, etc. In this chapter, we present two approaches for cross-modal medical image synthesis. The first approach is based on a deep network architecture, referred to as location-sensitive deep network, which integrates spatial information ...

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