A Data-Centric Approach to Deep Learning for Brain Metastasis Analysis at MRI

Authors: Laurens Topff, Liliana Petrychenko, Neeraj Jain, Sara Lingier, Jeroen Bertels, Patricio Astudillo, Milan Prosec, Pablo Menéndez Fernández-Miranda, Olivier Gevaert, Marion Smits, Sophie Derks, Eline Verhaak, Patrick E. J. Hanssens, Enrique Marco de Lucas, Rodrigo Sutil, Pablo D. Dominguez, Adina Negoita, Ernst Visser, David Corral Fontecha, Loes M. M. Braun, Dieta Brandsma, Jacob J. Visser, Erik R. Ranschaert, Kevin B. W. Groot Lipman, Regina G. H. Beets-Tan

Published: 2025-06-24

DOI: 10.1148/radiol.242416

Source: Full article


Abstract

A data-centric approach prioritizing data quality enabled the development of a generalizable deep learning system that accurately detected and segmented brain metastases of all sizes on MRI scans.