AIMC Topic: Radiation Protection

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Semisupervised Tripled Dictionary Learning for Standard-Dose PET Image Prediction Using Low-Dose PET and Multimodal MRI.

IEEE transactions on bio-medical engineering May 12, 2016
OBJECTIVE: To obtain high-quality positron emission tomography (PET) image with low-dose tracer injection, this study attempts to predict the standard-dose PET (S-PET) image from both its low-dose PET (L-PET) counterpart and corresponding magnetic re...
Sensitivity and Specificity Radiation Exposure Magnetic Resonance Imaging Multimodal Imaging Supervised Machine Learning Positron-Emission Tomography Image Enhancement Pattern Recognition, Automated Radiation Protection Radiation Dosage Humans Algorithms Reproducibility of Results Subtraction Technique
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Knowledge-based iterative model reconstruction: comparative image quality and radiation dose with a pediatric computed tomography phantom.

Pediatric radiology Nov 6, 2015
BACKGROUND: CT of pediatric phantoms can provide useful guidance to the optimization of knowledge-based iterative reconstruction CT.
Knowledge Bases Radiation Protection Radiation Dosage Radiation Exposure Phantoms, Imaging Computer Simulation Female Child, Preschool Subtraction Technique Tomography, X-Ray Computed Reproducibility of Results Radiographic Image Enhancement Sensitivity and Specificity Models, Statistical Humans Male Machine Learning
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RAPTOR-AI: An open-source AI powered radiation protection toolkit for radioisotopes.

Applied radiation and isotopes : including data, instrumentation and methods for use in agriculture, industry and medicine Jul 1, 2025
Artificial intelligence (AI) has gained significant attention in various scientific fields due to its ability to process large datasets. In nuclear radiation physics, while AI presents exciting opportunities, it cannot replace physics-based models es...
Humans Artificial Intelligence Radiation Protection Monte Carlo Method Radioisotopes
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Robotic radiation shielding system reduces radiation-induced DNA damage in operators performing electrophysiological procedures.

Scientific reports May 28, 2025
Fluoroscopically guided electrophysiology (EP) procedures expose operators to low doses of ionizing radiation, which can induce DNA double-strand breaks (DSBs) and raises increasing concerns regarding potential health risks. A novel robotic radiation...
Female DNA Damage Adult Fluoroscopy Male Occupational Exposure Humans Middle Aged Histones Robotics DNA Breaks, Double-Stranded Lymphocytes Radiation Protection Electrophysiology
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RadField3D: a data generator and data format for deep learning in radiation-protection dosimetry for medical applications.

Journal of radiological protection : official journal of the Society for Radiological Protection May 16, 2025
In this research work, we present our open-source Geant4-based Monte-Carlo simulation application, called RadField3D, for generating three-dimensional radiation field datasets for dosimetry. Accompanying, we introduce a fast, machine-interpretable da...
Humans Deep Learning Monte Carlo Method Radiation Protection Radiometry
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Use of Artificial Intelligence to Reduce Radiation Exposure at Fluoroscopy-Guided Endoscopic Procedures.

The American journal of gastroenterology Apr 1, 2020
OBJECTIVES: Exposure to ionizing radiation remains a hazard for patients and healthcare providers. We evaluated the utility of an artificial intelligence (AI)-enabled fluoroscopy system to minimize radiation exposure during image-guided endoscopic pr...
Radiation Exposure Radiation Protection Middle Aged Endoscopy, Gastrointestinal Fluoroscopy Scattering, Radiation Aged Male Prospective Studies Female Humans Artificial Intelligence
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