Cover image for Basics of Image Processing The Facts and Challenges of Data Harmonization to Improve Radiomics Reproducibility
Title:
Basics of Image Processing The Facts and Challenges of Data Harmonization to Improve Radiomics Reproducibility
Author:
Alberich-Bayarri, Ángel. editor.
ISBN:
9783031484469
Edition:
1st ed. 2023.
Physical Description:
VIII, 166 p. 29 illus., 26 illus. in color. online resource.
Series:
Imaging Informatics for Healthcare Professionals,
Contents:
Era of AI quantitative imaging -- Principles of image formation in the different modalities -- How to extract radiomic features from the image? -- Facts and needs to improve Radiomics reproductibility -- What is harmonization and how does it differ from standardization? -- Harmonization in the image domain -- Harmonization across MRI -- Harmonization in the features domain -- Selection of the optimal harmonization method(s) for the problem under study -- Conclusions.
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