Cancer Detection in Breast MRI Screening via Explainable AI Anomaly Detection
Felipe Oviedo, Anum S. Kazerouni, Philipp Liznerski, Yixi Xu, Michael Hirano, Robert A. Vandermeulen, Marius Kloft, Elyse Blum, Adam Alessio, Christopher I. Li, William B. Weeks, Rahul Dodhia, Juan Lavista Ferres, Habib Rahbar, Savannah C. Partridge
Abstract
An anomaly detection model for breast cancer on MRI scans achieved high performance, surpassing binary classification in high- and low-cancer-prevalence scenarios and producing explanation heat maps not significantly different from radiologist annotations.
Topics & Concepts
MedicineBreast cancerAnomaly (physics)CancerCancer detectionAnomaly detectionRadiologyMammographyArtificial intelligenceInternal medicineComputer sciencePhysicsCondensed matter physicsAI in cancer detectionRadiomics and Machine Learning in Medical ImagingAnomaly Detection Techniques and Applications