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Deep Network Design for Medical Image Computing: Principles and Applications

Deep Network Design for Medical Image Computing: Principles and Applications

Paperback

Series: The Miccai Society Book

Medical ReferenceGeneral Computers

ISBN10: 012824383X
ISBN13: 9780128243831
Publisher: Academic Press
Published: Aug 30 2022
Pages: 264
Weight: 1.02
Height: 0.56 Width: 7.50 Depth: 9.25
Language: English

Deep Network Design for Medical Image Computing: Principles and Applications covers a range of MIC tasks and discusses design principles of these tasks for deep learning approaches in medicine. These include skin disease classification, vertebrae identification and localization, cardiac ultrasound image segmentation, 2D/3D medical image registration for intervention, metal artifact reduction, sparse-view artifact reduction, etc. For each topic, the book provides a deep learning-based solution that takes into account the medical or biological aspect of the problem and how the solution addresses a variety of important questions surrounding architecture, the design of deep learning techniques, when to introduce adversarial learning, and more.

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General Computers