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20222026
most citedMultimodal Imaging-based Material Mass Density Estimation for Proton Therapy Using Physics-Constrained Deep Learning

16 citations · 31 across the 10 of their papers we have counts for

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6 papers · 1 filter

physics.med-ph2026

One-for-All Adaptive Radiotherapy Planning Agent: A Foundation Framework for Daily CBCT-guided Radiotherapy

Shaoyan Pan, Kirk Jon Luca, Yuan Gao +8

In this work, we introduce the One-for-All Adaptive Radiotherapy Planning Agent, a unified foundation-model-based system that performs complete, treatment-specific online adaptive…

physics.med-ph2025★ 2 cited

A Digital Twin Framework for Adaptive Treatment Planning in Radiotherapy

Chih-Wei Chang, Sri Sai Akkineni, Mingzhe Hu +7

The development of a digital twin (DT) framework for fast online adaptive proton therapy planning in prostate stereotactic body radiation therapy (SBRT) with dominant intraprostati…

physics.med-ph2024

Patient-Specific CBCT Synthesis for Real-time Tumor Tracking in Surface-guided Radiotherapy

Shaoyan Pan, Vanessa Su, Junbo Peng +6

We present a new imaging system to support real-time tumor tracking for surface-guided radiotherapy (SGRT). SGRT uses optical surface imaging (OSI) to acquire real-time surface top…

physics.med-ph2024

Unsupervised Bayesian Generation of Synthetic CT from CBCT Using Patient-Specific Score-Based Prior

Junbo Peng, Yuan Gao, Chih-Wei Chang +7

Background: Cone-beam computed tomography (CBCT) scans, performed fractionally (e.g., daily or weekly), are widely utilized for patient alignment in the image-guided radiotherapy (…

physics.med-ph2022★ 12 cited

MRI-based Material Mass Density and Relative Stopping Power Estimation via Deep Learning for Proton Therapy

Yuan Gao, Chih-Wei Chang, Sagar Mandava +10

Magnetic Resonance Imaging (MRI) is increasingly incorporated into treatment planning, because of its superior soft tissue contrast used for tumor and soft tissue delineation versu…

physics.med-ph2022★ 16 cited

Multimodal Imaging-based Material Mass Density Estimation for Proton Therapy Using Physics-Constrained Deep Learning

Chih-Wei Chang, Raanan Marants, Yuan Gao +7

Mapping computed tomography (CT) number to material property dominates the proton range uncertainty. This work aims to develop a physics-constrained deep learning-based multimodal…