Open-radiomics: a collection of standardized datasets and a technical protocol for reproducible radiomics machine learning pipelines.
Journal:
BMC medical imaging
Published Date:
Aug 4, 2025
Abstract
BACKGROUND: As an important branch of machine learning pipelines in medical imaging, radiomics faces two major challenges namely reproducibility and accessibility. In this work, we introduce open-radiomics, a set of radiomics datasets along with a comprehensive radiomics pipeline based on our proposed technical protocol to investigate the effects of radiomics feature extraction on the reproducibility of the results.