Chapter 10 - Synthesis for image analysis across modalities

Mancini, Matteo and Eugenio Iglesias, Juan 2022. Chapter 10 - Synthesis for image analysis across modalities. Burgos, Ninon and Svoboda, David, eds. Biomedical Image Synthesis and Simulation, MICCAI Society book Series, Academic Press, pp. 195-216. (10.1016/B978-0-12-824349-7.00017-7)

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Abstract

Inter-modality imaging problems are ubiquitous in medical imaging. The acquisition of multiple modalities – or different variations of the same modality – is frequent in many clinical applications and research problems. Inter-modality image analysis techniques have been developed to cope with the differences between modalities, but they do not always perform as well as their intra-modality counterparts. Image synthesis can be used to bridge this gap, by making one of the two modalities resemble the other, and using intra-modality methods. It is often the case that the error in the synthesis is outweighed by the improvement in performance given by switching from intra- to inter-modality analysis. In this chapter, we present a survey of methods based on this idea, with a focus on two of the most representative problems in medical image analysis, registration and segmentation.

Item Type:	Book Section
Date Type:	Published Online
Status:	Published
Schools:	Schools > Psychology
Publisher:	Academic Press
ISBN:	9780128243497
Date of First Compliant Deposit:	22 August 2022
Last Modified:	31 Aug 2022 13:00
URI:	https://orca.cardiff.ac.uk/id/eprint/152076

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