"Just Accepted" papers have undergone full peer review and have been accepted for publication in Radiology: Artificial Intelligence. This article will undergo copyediting, layout, and proof review before it is published in its final version. Please note that during production of the final copyedited article, errors may be discovered which could affect the content. To develop and evaluate a fully-automated deep-learning-based method for assessment of intracranial carotid artery calcification (ICAC). This was a secondary analysis of prospectively collected data from the Rotterdam study (2003–2006) to develop and validate a deep-learning-based method for automated ICAC delineation and volume measurement.