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Medical Image Synthesis: Methods and Clinical Applications

Medical Image Synthesis: Methods and Clinical Applications

Hardcover

Series: Imaging in Medical Diagnosis and Therapy

Medical ReferencePhysics

ISBN10: 1032133880
ISBN13: 9781032133881
Publisher: CRC Press
Published: Feb 6 2024
Pages: 308
Weight: 1.70
Height: 0.75 Width: 7.00 Depth: 10.00
Language: English

Image synthesis across and within medical imaging modalities is an active area of research with broad applications in radiology and radiation oncology. This book covers the principles and methods of medical image synthesis, along with state-of-the-art research.

First, various traditional non-learning-based, traditional machine-learning-based, and recent deep-learning-based medical image synthesis methods are reviewed. Second, specific applications of different inter- and intra-modality image synthesis tasks and of synthetic image-aided segmentation and registration are introduced and summarized, listing and highlighting the proposed methods, study designs, and reported performances with the related clinical applications of representative studies. Third, the clinical usages of medical image synthesis, such as treatment planning and image-guided adaptive radiotherapy, are discussed. Last, the limitations and current challenges of various medical synthesis applications are explored, along with future trends and potential solutions to solve these difficulties.

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