Browsing by Author "Wang, Wentao"
Now showing items 1-4 of 4
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Automated Generation of Radiotherapy Treatment Plans Using Machine Learning Methods
Wang, Wentao (2021)With the development of medical linear accelerator technologies, the precision and complexity of external beam radiation therapy have increased tremendously over the years. The goal of radiation therapy has always been to ... -
Beam Optimization for Whole Breast Radiation Therapy Planning
Wang, Wentao (2018)Purpose: To develop an automated program that can generate the optimal beams for whole breast radiation therapy (WBRT).Methods and Materials: A total of twenty patients receiving WBRT were included in this study. The computed ... -
Fluence Map Prediction Using Deep Learning Models - Direct Plan Generation for Pancreas Stereotactic Body Radiation Therapy.
Wang, Wentao; Sheng, Yang; Wang, Chunhao; Zhang, Jiahan; Li, Xinyi; Palta, Manisha; Czito, Brian; ... (12 authors) (Frontiers in artificial intelligence, 2020-01)Purpose: Treatment planning for pancreas stereotactic body radiation therapy (SBRT) is a difficult and time-consuming task. In this study, we aim to develop a novel deep learning framework to generate clinical-quality plans ... -
Goal-Driven Beam Setting Optimization for Whole-Breast Radiation Therapy.
Wang, Wentao; Sheng, Yang; Yoo, Sua; Blitzblau, Rachel C; Yin, Fang-Fang; Wu, Q Jackie (Technology in cancer research & treatment, 2019-01)PURPOSE:To develop an automated optimization program to generate optimal beam settings for whole-breast radiation therapy driven by clinically oriented goals. MATERIALS AND METHODS:Forty patients were retrospectively included ...