Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation
Esther Puyol‐Antón, Bram Ruijsink, Stefan K. Piechnik, Stefan Neubauer, Steffen E. Petersen, Reza Razavi, Andrew P. King
Topics & Concepts
SegmentationArtificial intelligenceDiceComputer scienceClassifier (UML)BiobankMachine learningDeep learningPattern recognition (psychology)StatisticsMathematicsGeneticsBiologyArtificial Intelligence in Healthcare and EducationCardiac Imaging and DiagnosticsAutopsy Techniques and Outcomes