Heterogeneous Image-based Classification Using Distributional Data Analysis

no code implementations • 11 Mar 2024 • Alec Reinhardt, Newsha Nikzad, Raven J. Hollis, Galia Jacobson, Millicent A. Roach, Mohamed Badawy, Peter Chul Park, Laura Beretta, Prasun K Jalal, David T. Fuentes, Eugene J. Koay, Suprateek Kundu

Our analysis reveals that when coupled with global structural radiomics features derived from the corresponding T1-MRI scans, the proposed smoothed quantile distributions derived from EPM images showed considerable improvements in sensitivity and comparable specificity in contrast to classification based on routinely used summary measures that do not account for image heterogeneity.

Classification Specificity