Statistical Multi-Modal Fusion for Patient-Centric Medical Diagnosis Using DICOM

Abstract

We present a patient-centric multi-modal diagnostic framework that integrates DICOM images, radiomic descriptors, and patient-level metadata for robust medical decision support. The proposed model improves cross-cohort generalization by jointly modeling heterogeneous modalities and preserving clinically relevant representation consistency across subgroups.