Biomedical Image Synthesis and Simulation - Methods and Applications

BURGOS, Ninon and David SVOBODA. Biomedical Image Synthesis and Simulation - Methods and Applications. 1st ed. Elsevier, 2022, 674 pp. ISBN 978-0-12-824349-7.

Basic information

Original name

Biomedical Image Synthesis and Simulation - Methods and Applications

Authors

BURGOS, Ninon and David SVOBODA

Edition

1st ed. 674 pp. 2022

Publisher

Elsevier

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Other information

Language

English

Type of outcome

Editorství odborné knihy

Field of Study

10201 Computer sciences, information science, bioinformatics

Country of publisher

United States of America

Confidentiality degree

není předmětem státního či obchodního tajemství

Publication form

printed version "print"

References:

URL

Organization unit

Faculty of Informatics

ISBN

978-0-12-824349-7

Keywords in English

image synthesis; medical imaging; simulations; biomedical; deep learning

Tags

cbia-web, simulation, synthetic image

Tags

International impact

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Abstract

V originále

Biomedical Image Synthesis and Simulation: Methods and Applications presents the basic concepts and applications in image-based simulation and synthesis used in medical and biomedical imaging. The first part of the book introduces and describes the simulation and synthesis methods that were developed and successfully used within the last twenty years, from parametric to deep generative models. The second part gives examples of successful applications of these methods. Both parts together form a book that gives the reader insight into the technical background of image synthesis and how it is used, in the particular disciplines of medical and biomedical imaging. The book ends with several perspectives on the best practices to adopt when validating image synthesis approaches, the crucial role that uncertainty quantification plays in medical image synthesis, and research directions that should be worth exploring in the future.