no code implementations • 11 Feb 2024 • Zehao Dong, Yixin Chen, Hiram Gay, Yao Hao, Geoffrey D. Hugo, Pamela Samson, Tianyu Zhao
A novel Dose Graph Neural Network (DoseGNN) model is developed for predicting DVHs from the structured graph.
no code implementations • 23 Jun 2022 • Zong Fan, Xiaohui Zhang, Jacob A. Gasienica, Jennifer Potts, Su Ruan, Wade Thorstad, Hiram Gay, Pengfei Song, Xiaowei Wang, Hua Li
Deep learning (DL) techniques have been extensively utilized for medical image classification.
no code implementations • 10 Jul 2021 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun
Our results of the new Weaving Attention U-net demonstrate superior or similar performance on the segmentation of head and neck CT images.
no code implementations • 21 Sep 2020 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Baozhou Sun, Weixiong Zhang
We developed a novel semi-supervised adversarial deep learning approach for 3D pelvic CT image semantic segmentation.
no code implementations • 11 Aug 2020 • Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun
A segmentation network and a discriminator network were trained jointly, and only the segmentation network was used for prediction.