Region of interest focused MRI to synthetic CT translation using regression and segmentation multi-task network
SS Kaushik, M Bylund, C Cozzini… - Physics in Medicine …, 2023 - iopscience.iop.org
Objective. 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 …
workflow efficiency and reduces radiation to the patient. An important step required to …
[HTML][HTML] Challenges and opportunities in the development and clinical implementation of artificial intelligence based synthetic computed tomography for magnetic …
F Villegas, R Dal Bello, E Alvarez-Andres… - Radiotherapy and …, 2024 - Elsevier
Synthetic computed tomography (sCT) generated from magnetic resonance imaging (MRI)
can serve as a substitute for planning CT in radiation therapy (RT), thereby removing …
can serve as a substitute for planning CT in radiation therapy (RT), thereby removing …
A systematic literature review: deep learning techniques for synthetic medical image generation and their applications in radiotherapy
MK Sherwani, S Gopalakrishnan - Frontiers in Radiology, 2024 - frontiersin.org
The aim of this systematic review is to determine whether Deep Learning (DL) algorithms
can provide a clinically feasible alternative to classic algorithms for synthetic Computer …
can provide a clinically feasible alternative to classic algorithms for synthetic Computer …
Map** confinement potentials and charge densities of interacting quantum systems using conditional generative adversarial networks
CA Pantis-Simut, AT Preda, L Ion… - Machine Learning …, 2023 - iopscience.iop.org
Accurate and efficient tools for calculating the ground state properties of interacting quantum
systems are essential in the design of nanoelectronic devices. The exact diagonalization …
systems are essential in the design of nanoelectronic devices. The exact diagonalization …
[HTML][HTML] Computed tomography synthesis from magnetic resonance imaging using cycle Generative Adversarial Networks with multicenter learning
Abstract Background and Purpose: Addressing the need for accurate dose calculation in
MRI-only radiotherapy, the generation of synthetic Computed Tomography (sCT) from MRI …
MRI-only radiotherapy, the generation of synthetic Computed Tomography (sCT) from MRI …
A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study
Introduction For radiotherapy based solely on magnetic resonance imaging (MRI),
generating synthetic computed tomography scans (sCT) from MRI is essential for dose …
generating synthetic computed tomography scans (sCT) from MRI is essential for dose …
Patient-specific three-dimensional dose distribution prediction via deep learning for prostate cancer therapy: Improvement with the structure loss
Y Koike, H Takegawa, Y Anetai, S Ohira, S Nakamura… - Physica Medica, 2023 - Elsevier
Purpose Deep learning (DL)-based dose distribution prediction can potentially reduce the
cost of inverse planning process. We developed and introduced a structure-focused loss (L …
cost of inverse planning process. We developed and introduced a structure-focused loss (L …
Synthetic CT generation from CBCT and MRI using StarGAN in the Pelvic Region
Rationale and objectives This study evaluated StarGAN, a deep learning model designed to
generate synthetic computed tomography (sCT) images from magnetic resonance imaging …
generate synthetic computed tomography (sCT) images from magnetic resonance imaging …
PIXGAN-Drone: 3D Avatar of Human Body Reconstruction from Multi-View 2D Images
Study is being conducted on training Generative Adversarial Networks (GANs) from 2D
datasets to generate 3D human body avatars. Numerous applications, such as virtual reality …
datasets to generate 3D human body avatars. Numerous applications, such as virtual reality …
Clinical validation of MR imaging time reduction for substitute/synthetic CT generation for prostate MRI-only treatment planning
Radiotherapy treatment planning based only on magnetic resonance imaging (MRI) has
become clinically achievable. Though computed tomography (CT) is the gold standard for …
become clinically achievable. Though computed tomography (CT) is the gold standard for …