Overview
- Deep learning methods for image-based radiotherapy outcome prediction and assessment
- Machine learning in outcome modelling
- Automation in radiotherapy planning and delivery
Current Appointments & Affiliations
Associate Professor of Radiation Oncology
·
2025 - Present
Radiation Oncology,
Clinical Science Departments
Member of the Duke Cancer Institute
·
2020 - Present
Duke Cancer Institute,
Institutes and Centers
Recent Publications
Knowledge-based deep residual U-Net (DRU) for synthetic CT generation using a single MR volume for frameless radiosurgery.
Journal Article J Appl Clin Med Phys · January 2026 PURPOSE: To develop a knowledge-based deep model for sCT generation from a single MR volume in LINAC-based frameless SRS, enabling the MR-only workflow without extra CT simulation. METHODS: A total of 139 patients were included in the study, with 120 used ... Full text Link to item CiteAn exploratory study on integrating radiomics with vision transformers for enhancing medical imaging classification accuracy.
Journal Article Med Phys · January 2026 BACKGROUND: Medical image analysis has witnessed substantial advancements through recent deep learning (DL) algorithms development. Vision Transformers (ViTs) have emerged as a powerful alternative solution by leveraging self-attention to model both local ... Full text Link to item CiteAbdomen
Chapter · January 1, 2026 Radiotherapy planning of abdominal sites possesses its unique requirement of physicist services in the modern radiation oncology clinics. This chapter will focus on photon-based treatment planning for abdominal sites from a physicist’s perspective followin ... Full text CiteRecent Grants
Computational tumor phenotyping to interrogate treatment resistance and immune dysregulation in head and neck cancer
ResearchCo Investigator · Awarded by National Cancer Institute · 2024 - 2029Clinical Experience Guided Reinforcement Learning for Pancreas SBRT
ResearchCollaborating Investigator · Awarded by Varian Medical Systems, Inc. · 2019 - 2022View All Grants
Education, Training & Certifications
Duke University ·
2016
Ph.D.