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

Deep Learning for Medical Image Analysis

von S. Kevin Zhou, Hayit Greenspan & Dinggang Shen

  • Veröffentlichungsdatum: 2023-11-23
  • Genre: Computer

Beschreibung

Deep Learning for Medical Image Analysis, Second Edition is a great learning resource for academic and industry researchers and graduate students taking courses on machine learning and deep learning for computer vision and medical image computing and analysis. Deep learning provides exciting solutions for medical image analysis problems and is a key method for future applications. This book gives a clear understanding of the principles and methods of neural network and deep learning concepts, showing how the algorithms that integrate deep learning as a core component are applied to medical image detection, segmentation, registration, and computer-aided analysis.
- Covers common research problems in medical image analysis and their challenges
- Describes the latest deep learning methods and the theories behind approaches for medical image analysis
- Teaches how algorithms are applied to a broad range of application areas including cardiac, neural and functional, colonoscopy, OCTA applications and model assessment· Includes a Foreword written by Nicholas Ayache