An artificial intelligence tool for automated analysis of large-scale unstructured clinical cine cardiac magnetic resonance databases.
Jorge Mariscal-HaranaClint AsherVittoria VerganiMaleeha RizviLouise KeehnRaymond J KimRobert M JuddSteffen Erhard PetersenReza RazaviAndrew P KingBram RuijsinkEsther Puyol-AntónPublished in: European heart journal. Digital health (2023)
We show that our proposed tool, which combines image pre-processing steps, a domain-generalizable AI algorithm trained on a large-scale multi-domain CMR dataset and quality control steps, allows robust analysis of (clinical or research) databases from multiple centres, vendors, and cardiac diseases. This enables translation of our tool for use in fully automated processing of large multi-centre databases.