Biomedical Image Synthesis and Simulation - Methods and Applications

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

Základní údaje

Originální název

Biomedical Image Synthesis and Simulation - Methods and Applications

Autoři

BURGOS, Ninon a David SVOBODA

Vydání

1st ed. 674 s. 2022

Nakladatel

Elsevier

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Další údaje

Jazyk

angličtina

Typ výsledku

Editorství odborné knihy

Obor

10201 Computer sciences, information science, bioinformatics

Stát vydavatele

Spojené státy

Utajení

není předmětem státního či obchodního tajemství

Forma vydání

tištěná verze "print"

Odkazy

URL

Organizační jednotka

Fakulta informatiky

ISBN

978-0-12-824349-7

Klíčová slova anglicky

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

Štítky

cbia-web, simulation, synthetic image

Příznaky

Mezinárodní význam

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Anotace

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.