Titlebook: Basics of Image Processing; The Facts and Challe Ángel Alberich-Bayarri,Fuensanta Bellvís-Bataller Book 2023 EuSoMII 2023 Harmonization.Fea

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Data Harmonization to Address the Non-biological Variances in Radiomic Studies, features and must be taken into account. In this chapter, we will not only summarize the most common kinds of non-biological differences but also discuss the methods currently in use to bring these differences into alignment. In addition, we will provide predictions about probable future research d

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Harmonization in the Image Domain, dealing with artificial intelligence (AI) models that have been trained with a finite data set with specific image characteristics. For instance, extracting features from different image studies after applying IHTs can improve robustness and generalization when training a radiomics model. IHTs base

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Harmonization in the Features Domain, addressing variations that can introduce bias into radiomics models, and this chapter underscores the critical role of harmonization in radiomics, emphasizing the need for reproducibility and the use of normalization techniques to ensure reliable and comparable results.

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