Faizan Ahmad

Global Self-Attention for Cardiac MRI: Unified Segmentation and Interpretable Pathology Diagnosis

Accurate delineation of cardiac structures from cine magnetic resonance imaging (MRI) is essential for quantitative assessment of ventricular function and for diagnosing cardiomyopathies. Convolutional encoders, although highly effective, capture context within a limited receptive field and may underrepresent the long-...