Machine Learning Techniques for MRI Data Processing at Expanding Scale

arXiv:2404.14326v1 Announce Type: new
Abstract: Imaging sites around the world generate growing amounts of medical scan data with ever more versatile and affordable technology. Large-scale studies acquire MRI for tens of thousands of participants, together with metadata ranging from lifestyle questionnaires to biochemical assays, genetic analyses and more. These large datasets encode substantial information about human health and hold considerable potential for machine learning training and analysis. This chapter examines ongoing large-scale studies and the challenge of distribution shifts between …

abstract arxiv cs.cv cs.lg data data processing ever generate imaging lifestyle machine machine learning machine learning techniques medical metadata mri processing scale studies technology together type world