Lisheng Geng, PhD

The escalating global burden of cancer necessitates reliable and broadly generalizable automated treatment planning (ATP) systems. Current data-driven ATP approaches often exhibit insufficient generalization when applied to diverse clinical prescriptions. To...

To develop a deep learning framework that simultaneously synthesizes lung perfusion and ventilation images from three-dimensional (3D) CT and to evaluate its potential clinical utility.