Deep Learning Based 3D Dose Estimation from Prompt Gamma Distribution for Proton Therapy Monitoring
574 Objectives: Prompt gamma (PG) imaging technique has been demonstrated to be very
promising in real-time proton range monitoring in proton therapy. Despite the high …
promising in real-time proton range monitoring in proton therapy. Despite the high …
A feasibility study of enhanced prompt gamma imaging for range verification in proton therapy using deep learning
Z Jiang, JC Polf, CA Barajas… - Physics in Medicine & …, 2023 - iopscience.iop.org
Background and objective. Range uncertainty is a major concern affecting the delivery
precision in proton therapy. The Compton camera (CC)-based prompt-gamma (PG) imaging …
precision in proton therapy. The Compton camera (CC)-based prompt-gamma (PG) imaging …
A deep learning approach for converting prompt gamma images to proton dose distributions: A Monte Carlo simulation study
CC Liu, HM Huang - Physica Medica, 2020 - Elsevier
Purpose In proton therapy, imaging prompt gamma (PG) rays has the potential to verify
proton dose (PD) distribution. Despite the fact that there is a strong correlation between the …
proton dose (PD) distribution. Despite the fact that there is a strong correlation between the …
Accounting for prompt gamma emission and detection for range verification in proton therapy treatment planning
L Tian, Z Huang, G Janssens, G Landry… - Physics in Medicine …, 2021 - iopscience.iop.org
Prompt gamma (PG) imaging is widely investigated as one of the most promising methods
for proton range verification in proton therapy. The performance of this technique is affected …
for proton range verification in proton therapy. The performance of this technique is affected …
Spatially resolved measurement of wideband prompt gamma-ray emission toward on-line monitor for the future proton therapy
A Koide, J Kataoka, T Taya, Y Iwamoto… - Nuclear Instruments and …, 2018 - Elsevier
In proton therapy, the delivered dose should be monitored to a high degree of accuracy to
avoid unnecessary exposure to healthy tissues and critical organs. Although positron …
avoid unnecessary exposure to healthy tissues and critical organs. Although positron …
Fast spot-scanning proton dose calculation method with uncertainty quantification using a three-dimensional convolutional neural network
This study proposes a near-real-time spot-scanning proton dose calculation method with
probabilistic uncertainty estimation using a three-dimensional convolutional neural network …
probabilistic uncertainty estimation using a three-dimensional convolutional neural network …
Feasibility Study of an Integrated Prompt Gamma Imaging and PET System for Range Verification in Proton Therapy
D Mu, N D'Ascenzo, Q Ma, R Zhang… - 2022 IEEE Nuclear …, 2022 - ieeexplore.ieee.org
Proton range verification in vivo is beneficial and significant for precision treatment in proton
therapy. Prompt gamma imaging (PGI) and positron emission tomography (PET) are two …
therapy. Prompt gamma imaging (PGI) and positron emission tomography (PET) are two …
Beam mask and sliding window‐facilitated deep learning‐based accurate and efficient dose prediction for pencil beam scanning proton therapy
Background Accurate and efficient dose calculation is essential for on‐line adaptive
planning in proton therapy. Deep learning (DL) has shown promising dose prediction results …
planning in proton therapy. Deep learning (DL) has shown promising dose prediction results …
Detector development for prompt gamma imaging in proton therapy online monitoring
H Zhang, P Fan, S Wang, Y Xia, T Xu… - 2018 IEEE Nuclear …, 2018 - ieeexplore.ieee.org
Proton therapy allows for accurate positioning of target tumors by accurate dose delivery at
the Bragg peak. But a 10~ 15 mm proton range deflection could be caused by uncertainties …
the Bragg peak. But a 10~ 15 mm proton range deflection could be caused by uncertainties …
A new treatment planning approach accounting for prompt gamma range verification and interfractional anatomical changes
Prompt gamma (PG) imaging is widely investigated for spot-by-spot in vivo range verification
for proton therapy. Previous studies pointed out that the accuracy of prompt gamma imaging …
for proton therapy. Previous studies pointed out that the accuracy of prompt gamma imaging …
Related searches
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