AIMC Topic: Brachytherapy

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Deep learning-based dose map prediction for high-dose-rate brachytherapy.

Physics in medicine and biology Aug 17, 2023
. Creating a clinically acceptable plan in the time-sensitive clinic workflow of brachytherapy is challenging. Deep learning-based dose prediction techniques have been reported as promising solutions with high efficiency and accuracy. However, curren...
Humans Female Benchmarking Brachytherapy Hypobetalipoproteinemias Deep Learning Pelvis
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Deep learning for segmentation of the cervical cancer gross tumor volume on magnetic resonance imaging for brachytherapy.

Radiation oncology (London, England) May 29, 2023
BACKGROUND: Segmentation of the Gross Tumor Volume (GTV) is a crucial step in the brachytherapy (BT) treatment planning workflow. Currently, radiation oncologists segment the GTV manually, which is time-consuming. The time pressure is particularly cr...
Image Processing, Computer-Assisted Magnetic Resonance Imaging Uterine Cervical Neoplasms Deep Learning Tumor Burden Brachytherapy Retrospective Studies Female Humans
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Artificial intelligence applications in brachytherapy: A literature review.

Brachytherapy May 27, 2023
PURPOSE: Artificial intelligence (AI) has the potential to simplify and optimize various steps of the brachytherapy workflow, and this literature review aims to provide an overview of the work done in this field.
Humans Artificial Intelligence Algorithms Image Processing, Computer-Assisted Brachytherapy
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Fastcalculation in LDR brachytherapy using deep learning methods.

Physics in medicine and biology May 23, 2023
The Monte Carlo (MC) method provides a complete solution to the tissue heterogeneity effects in low-energy low-dose rate (LDR) brachytherapy. However, long computation times limit the clinical implementation of MC-based treatment planning solutions. ...
Radiotherapy Dosage Deep Learning Monte Carlo Method Prostate Radiotherapy Planning, Computer-Assisted Brachytherapy Prostheses and Implants Humans Male
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Quality of life in patients who underwent robot-assisted radical prostatectomy compared with those who underwent low-dose-rate brachytherapy.

The Prostate Mar 6, 2023
BACKGROUND: To compare the quality of life (QOL) in patients who underwent robot-assisted radical prostatectomy (RARP) or low-dose-rate brachytherapy (LDR-BT) for prostate cancer.
Brachytherapy Prostatectomy Prostatic Neoplasms Prostate Quality of Life Robotics Humans Male
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Evaluation of auto-segmentation for brachytherapy of postoperative cervical cancer using deep learning-based workflow.

Physics in medicine and biology Feb 23, 2023
. The purpose of this study was to evaluate the accuracy of brachytherapy (BT) planning structures derived from Deep learning (DL) based auto-segmentation compared with standard manual delineation for postoperative cervical cancer.. We introduced a c...
Workflow Organs at Risk Brachytherapy Radiotherapy Dosage Radiotherapy Planning, Computer-Assisted Uterine Cervical Neoplasms Deep Learning Humans Female
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Synthetic cranial MRI from 3D optical surface scans using deep learning for radiation therapy treatment planning.

Physical and engineering sciences in medicine Feb 8, 2023
BACKGROUND: Optical scanning technologies are increasingly being utilised to supplement treatment workflows in radiation oncology, such as surface-guided radiotherapy or 3D printing custom bolus. One limitation of optical scanning devices is the abse...
Magnetic Resonance Imaging Radiotherapy Planning, Computer-Assisted Brachytherapy Adult Humans Deep Learning Tomography, X-Ray Computed
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Deep Learning-based Non-rigid Image Registration for High-dose Rate Brachytherapy in Inter-fraction Cervical Cancer.

Journal of digital imaging Nov 23, 2022
In this study, an inter-fraction organ deformation simulation framework for the locally advanced cervical cancer (LACC), which considers the anatomical flexibility, rigidity, and motion within an image deformation, was proposed. Data included 57 CT s...
Rectum Brachytherapy Humans Uterine Cervical Neoplasms Radiotherapy Dosage Radiotherapy Planning, Computer-Assisted Deep Learning Female
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The use of deep learning in interventional radiotherapy (brachytherapy): A review with a focus on open source and open data.

Zeitschrift fur medizinische Physik Nov 12, 2022
Deep learning advanced to one of the most important technologies in almost all medical fields. Especially in areas, related to medical imaging it plays a big role. However, in interventional radiotherapy (brachytherapy) deep learning is still in an e...
Humans Deep Learning Brachytherapy
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Optimisation and validation of a co-manipulated robot for brachytherapy procedure.

The international journal of medical robotics + computer assisted surgery : MRCAS Oct 6, 2022
BACKGROUND: Low-dose rate brachytherapy is the referent treatment for early-stage prostate cancer and consists in manually inserting radioactive seeds within the organ to destroy tumorous cells. This treatment is inaccurate leading to side effects. R...
Prostatic Neoplasms Needles Male Humans Brachytherapy Robotics Biomechanical Phenomena
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