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Deep Network Design for Medical Image Computing : Principles and Applications

By: Haofu Liao S. Kevin Zhou Jiebo Luo (Author)

Ksh 15,290.00
Format :

Format(s): DRM PDF DRM EPUB

ISBN-13: 9780128244036

Publisher: Elsevier Science

Imprint: Academic Press

Publication Date: August 24th, 2022

Country of Publication: US

Language: English

Pages: 264

Physical Edition EAN: 9780128243831

Category: Artificial intelligence , Machine learning , Neural networks & fuzzy systems , Computer vision

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  • Author Bio

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. This book will help graduate students and researchers develop a better understanding of the deep learning design principles for MIC and to apply them to their medical problems. Explains design principles of deep learning techniques for MIC Contains cutting-edge deep learning research on MIC Covers a broad range of MIC tasks, including the classification, detection, segmentation, registration, reconstruction and synthesis of medical images

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