AIMC Topic: Radiotherapy Dosage

Clear Filters Showing 181 to 190 of 497 articles

Automatic dose prediction using deep learning and plan optimization with finite-element control for intensity modulated radiation therapy.

Medical physics Sep 25, 2023
BACKGROUND: Automatic solutions for generating radiotherapy treatment plans using deep learning (DL) have been investigated by mimicking the voxel's dose. However, plan optimization using voxel-dose features has not been extensively studied.
Uterine Cervical Neoplasms Deep Learning Radiotherapy Planning, Computer-Assisted Radiotherapy Dosage Organs at Risk Radiotherapy, Intensity-Modulated Humans Female
View on PubMed DOI

Region of interest focused MRI to synthetic CT translation using regression and segmentation multi-task network.

Physics in medicine and biology Sep 18, 2023
. In MR-only clinical workflow, replacing CT with MR image is of advantage for workflow efficiency and reduces radiation to the patient. An important step required to eliminate CT scan from the workflow is to generate the information provided by CT v...
Radiotherapy Planning, Computer-Assisted Radiotherapy Dosage Humans Machine Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Tomography, X-Ray Computed
View on PubMed DOI

Deep learning in MRI-guided radiation therapy: A systematic review.

Journal of applied clinical medical physics Sep 15, 2023
Recent advances in MRI-guided radiation therapy (MRgRT) and deep learning techniques encourage fully adaptive radiation therapy (ART), real-time MRI monitoring, and the MRI-only treatment planning workflow. Given the rapid growth and emergence of new...
Radiotherapy, Intensity-Modulated Radiotherapy, Image-Guided Magnetic Resonance Imaging Radiotherapy Planning, Computer-Assisted Radiotherapy Dosage Deep Learning Image Processing, Computer-Assisted Humans Neoplasms
View on PubMed DOI

Deep-learning Method for the Prediction of Three-Dimensional Dose Distribution for Left Breast Cancer Conformal Radiation Therapy.

Clinical oncology (Royal College of Radiologists (Great Britain)) Sep 15, 2023
AIMS: An increase in the demand of a new generation of radiotherapy planning systems based on learning approaches has been reported. At this stage, the new approach is able to improve the planning speed while saving a reasonable level of plan quality...
Radiotherapy, Conformal Female Radiotherapy Dosage Breast Neoplasms Radiotherapy Planning, Computer-Assisted Humans Radiotherapy, Intensity-Modulated Deep Learning
View on PubMed DOI

Deep learning-based dose prediction to improve the plan quality of volumetric modulated arc therapy for gynecologic cancers.

Medical physics Sep 14, 2023
BACKGROUND: In recent years, deep-learning models have been used to predict entire three-dimensional dose distributions. However, the usability of dose predictions to improve plan quality should be further investigated.
Radiotherapy Planning, Computer-Assisted Radiotherapy Dosage Radiotherapy, Intensity-Modulated Deep Learning Organs at Risk Female Neoplasms Humans
View on PubMed DOI

Proton range uncertainty caused by synthetic computed tomography generated with deep learning from pelvic magnetic resonance imaging.

Acta oncologica (Stockholm, Sweden) Sep 13, 2023
BACKGROUND: In proton therapy, it is disputed whether synthetic computed tomography (sCT), derived from magnetic resonance imaging (MRI), permits accurate dose calculations. On the one hand, an MRI-only workflow could eliminate errors caused by, e.g....
Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Humans Tomography, X-Ray Computed Radiotherapy Dosage Uncertainty Protons Pelvis Radiotherapy Planning, Computer-Assisted
View on PubMed DOI

Deep learning-based fast denoising of Monte Carlo dose calculation in carbon ion radiotherapy.

Medical physics Sep 1, 2023
BACKGROUND: Plan verification is one of the important steps of quality assurance (QA) in carbon ion radiotherapy. Conventional methods of plan verification are based on phantom measurement, which is labor-intensive and time-consuming. Although the pl...
Humans Algorithms Deep Learning Radiotherapy Dosage Monte Carlo Method Heavy Ion Radiotherapy Ions Radiotherapy Planning, Computer-Assisted Carbon
View on PubMed DOI

Deep learning-based detection and classification of multi-leaf collimator modeling errors in volumetric modulated radiation therapy.

Journal of applied clinical medical physics Aug 26, 2023
PURPOSE: The purpose of this study was to create and evaluate deep learning-based models to detect and classify errors of multi-leaf collimator (MLC) modeling parameters in volumetric modulated radiation therapy (VMAT), namely the transmission factor...
Radiotherapy, Intensity-Modulated Deep Learning Radiometry Humans Radiotherapy Planning, Computer-Assisted Male Radiotherapy Dosage
View on PubMed DOI

Performance assessment of variant UNet-based deep-learning dose engines for MR-Linac-based prostate IMRT plans.

Physics in medicine and biology Aug 11, 2023
. UNet-based deep-learning (DL) architectures are promising dose engines for traditional linear accelerator (Linac) models. Current UNet-based engines, however, were designed differently with various strategies, making it challenging to fairly compar...
Radiotherapy Dosage Radiotherapy, Intensity-Modulated Monte Carlo Method Male Prostate Deep Learning Humans Radiotherapy Planning, Computer-Assisted Particle Accelerators
View on PubMed DOI

Generation of synthetic CT from CBCT using deep learning approaches for head and neck cancer patients.

Biomedical physics & engineering express Aug 4, 2023
To create a synthetic CT (sCT) from daily CBCT using either deep residual U-Net (DRUnet), or conditional generative adversarial network (cGAN) for adaptive radiotherapy planning (ART).First fraction CBCT and planning CT (pCT) were collected from 93 H...
Spiral Cone-Beam Computed Tomography Radiotherapy Planning, Computer-Assisted Deep Learning Radiotherapy Dosage Image Processing, Computer-Assisted Head and Neck Neoplasms Humans
View on PubMed DOI
Popular Topics
Recent Journals