Sougata Maity

Dose-PlanNet: Physics Based Radiotherapy Dose Prediction with Deep Learning

Dose-PlanNet, a physics-guided 3D deep learning architecture designed to predict dose distributions, is introduced, which demonstrates that physics-informed deep learning can accelerate radiotherapy workflows while safely maintaining the stringent dosimetric quality required for high-precision clinical deployment.