MD-Dose: A Diffusion Model based on the Mamba for Radiotherapy Dose Prediction

arXiv:2403.08479v1 Announce Type: cross
Abstract: Radiation therapy is crucial in cancer treatment. Experienced experts typically iteratively generate high-quality dose distribution maps, forming the basis for excellent radiation therapy plans. Therefore, automated prediction of dose distribution maps is significant in expediting the treatment process and providing a better starting point for developing radiation therapy plans. With the remarkable results of diffusion models in predicting high-frequency regions of dose distribution maps, dose prediction methods based on diffusion models have been extensively studied. …

abstract arxiv automated cancer cancer treatment cs.cv diffusion diffusion model distribution eess.iv experts generate mamba maps physics.med-ph prediction process quality therapy treatment type