Basics of image processing : the facts and challenges of data harmonization to improve radiomics reproducibility

Basics of image processing : the facts and challenges of data harmonization to improve radiomics reproducibility / Ángel Alberich-Bayarri, Fuensanta Bellvís-Bataller, editors.

This book, endorsed by EuSoMii, provides clinicians, researchers and scientists a useful handbook to navigate the intricate landscape of data harmonization, as we embark on a journey to improve the reproducibility, robustness and generalizability of multi-centric real-world data radiomic studies. In...

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Bibliographic Details
Other Authors: Alberich-Bayarri, Angel (Editor), Bellvís-Bataller, Fuensanta (Editor)
Format: eBook
Language:English
Published: Cham : Springer, 2023.
Series:Imaging informatics for healthcare professionals,
Subjects:
Diagnostic imaging > Digital techniques.
Radiography, Medical > Image quality.
Online Access:Click for online access
Table of 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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