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Author profile
Chihray Liu, PhD
University of Florida
Deep Learning-Based Estimation of Minimal Editing Margins for Online Adaptive MR-Linac Prostate SIB
Online adaptive prostate SIB treatment on the Unity MR-Linac is challenged by the limited robustness of deformable image registration (DIR)-based contour propagation. This study investigates the use of a deep learning (DL) dose prediction model to guide the d...
Poster Program · Therapy Physics
Impact of Monaco Sequencing Parameters on Monitor Units, Plan Quality, and Optimization Time for Elekta Unity Liver SBRT Plans
To evaluate the impact of Monaco sequencing parameters on monitor units per fraction (MU/Fx), plan quality, and plan optimization time for liver SBRT treated on the Elekta Unity MR-linac.
Poster Program · Therapy Physics
Rapid and Explainable Dibh Patient Selection Using Fully Automated, Planning-Free Deep Learning Framework In Left-Sided Whole-Breast Radiotherapy
Simple clinical criteria for deep inspiration breath-hold (DIBH) eligibility in left-sided whole-breast radiotherapy, such as the ability to sustain a 20-30 second breath-hold, are commonly used but do not reliably predict dosimetric benefit. Robust assessmen...
Poster Program · Therapy Physics