Deep learning-based spot weight generation for online adaptive IMPT: implementation and technical feasibility on a clinical delivery system.
PURPOSE To investigate the feasibility of a deep learning-based method for generating intensity-modulated proton therapy (IMPT) spot weights to enable a faster, more automated workflow. METHODS A 3D Attention U-Net with a masked mean absolute error loss generated spot weights from four input channels (optimized plan...