Deep Learning and Convolutional Neural Networks for Medical Image Computing

Released on by Le Lu
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  • Deep Learning and Convolutional Neural Networks for Medical Image Computing Book Detail

  • Author : Le Lu
  • Release Date : 2017-07-12
  • Publisher : Springer
  • Genre : Computers
  • Pages : 327
  • ISBN 13 : 331942999X
  • File Size : 54,54 MB
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Deep Learning and Convolutional Neural Networks for Medical Image Computing by Le Lu PDF Summary

Book Description: This book presents a detailed review of the state of the art in deep learning approaches for semantic object detection and segmentation in medical image computing, and large-scale radiology database mining. A particular focus is placed on the application of convolutional neural networks, with the theory supported by practical examples. Features: highlights how the use of deep neural networks can address new questions and protocols, as well as improve upon existing challenges in medical image computing; discusses the insightful research experience of Dr. Ronald M. Summers; presents a comprehensive review of the latest research and literature; describes a range of different methods that make use of deep learning for object or landmark detection tasks in 2D and 3D medical imaging; examines a varied selection of techniques for semantic segmentation using deep learning principles in medical imaging; introduces a novel approach to interleaved text and image deep mining on a large-scale radiology image database.

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