AIMC Topic: Bone Density

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Deep-learning image reconstruction for image quality evaluation and accurate bone mineral density measurement on quantitative CT: A phantom-patient study.

Frontiers in endocrinology Aug 11, 2022
BACKGROUND AND PURPOSE: To investigate the image quality and accurate bone mineral density (BMD) on quantitative CT (QCT) for osteoporosis screening by deep-learning image reconstruction (DLIR) based on a multi-phantom and patient study.
Radiation Dosage Tomography, X-Ray Computed Female Male Deep Learning Image Processing, Computer-Assisted Radiographic Image Interpretation, Computer-Assisted Humans Bone Density Osteoporosis
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Development of a Spine X-Ray-Based Fracture Prediction Model Using a Deep Learning Algorithm.

Endocrinology and metabolism (Seoul, Korea) Aug 5, 2022
BACKGRUOUND: Since image-based fracture prediction models using deep learning are lacking, we aimed to develop an X-ray-based fracture prediction model using deep learning with longitudinal data.
Osteoporotic Fractures Deep Learning Spinal Fractures X-Rays Humans Algorithms Bone Density Female Male Middle Aged
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Osteoporosis screening support system from panoramic radiographs using deep learning by convolutional neural network.

Dento maxillo facial radiology Aug 2, 2022
OBJECTIVES: This study was performed to develop computer-aided screening systems that could predict osteoporosis. The systems were constructed using panoramic radiographs of women aged ≥ 50 years through three types of deep convolutional neural netwo...
Humans Neural Networks, Computer Deep Learning Radiography, Panoramic Absorptiometry, Photon Bone Density Osteoporosis Female
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Construction of a new automatic grading system for jaw bone mineral density level based on deep learning using cone beam computed tomography.

Scientific reports Jul 27, 2022
To develop and verify an automatic classification method using artificial intelligence deep learning to determine the bone mineral density level of the implant site in oral implant surgery from radiographic data obtained from cone beam computed tomog...
Humans Artificial Intelligence Bone Density Cone-Beam Computed Tomography Deep Learning Mandible Dental Implants
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Cardiovascular Disease Diagnosis from DXA Scan and Retinal Images Using Deep Learning.

Sensors (Basel, Switzerland) Jun 7, 2022
Cardiovascular diseases (CVD) are the leading cause of death worldwide. People affected by CVDs may go undiagnosed until the occurrence of a serious heart failure event such as stroke, heart attack, and myocardial infraction. In Qatar, there is a lac...
Humans Bone Density Adult Absorptiometry, Photon Cardiovascular Diseases Case-Control Studies Deep Learning
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Identification of osteoporosis using ensemble deep learning model with panoramic radiographs and clinical covariates.

Scientific reports Apr 12, 2022
Osteoporosis is becoming a global health issue due to increased life expectancy. However, it is difficult to detect in its early stages owing to a lack of discernible symptoms. Hence, screening for osteoporosis with widely used dental panoramic radio...
Deep Learning Radiography, Panoramic Humans Neural Networks, Computer Bone Density Osteoporosis
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Impact of the training loss in deep learning-based CT reconstruction of bone microarchitecture.

Medical physics Mar 16, 2022
PURPOSE: Computed tomography (CT) is a technique of choice to image bone structure at different scales. Methods to enhance the quality of degraded reconstructions obtained from low-dose CT data have shown impressive results recently, especially in th...
Image Processing, Computer-Assisted Bone and Bones Bone Density Tomography, X-Ray Computed Deep Learning Neural Networks, Computer
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Opportunistic Osteoporosis Screening Using Chest Radiographs With Deep Learning: Development and External Validation With a Cohort Dataset.

Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research Dec 13, 2021
Osteoporosis is a common, but silent disease until it is complicated by fractures that are associated with morbidity and mortality. Over the past few years, although deep learning-based disease diagnosis on chest radiographs has yielded promising res...
Humans Bone Density Osteoporosis Lumbar Vertebrae Deep Learning Absorptiometry, Photon Mass Screening
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Application of Medical Imaging Based on Deep Learning in the Treatment of Lumbar Degenerative Diseases and Osteoporosis with Bone Cement Screws.

Computational and mathematical methods in medicine Oct 11, 2021
OBJECTIVE: To explore the application value of magnetic resonance spectroscopy (MRS) and GSI-energy spectrum electronic computed tomography (CT) medical imaging based on the deep convolutional neural network (CNN) in the treatment of lumbar degenerat...
Adipose Tissue Bone Screws Lumbar Vertebrae Deep Learning Computational Biology Bone Cements Magnetic Resonance Spectroscopy Bone Diseases Bone Density Adult Humans Female Image Interpretation, Computer-Assisted Osteoporosis Neural Networks, Computer Aged Male Absorptiometry, Photon Tomography, X-Ray Computed Aged, 80 and over Middle Aged
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Application of deep learning neural network in predicting bone mineral density from plain X-ray radiography.

Archives of osteoporosis Oct 9, 2021
UNLABELLED: DeepDXA is a deep learning model designed to infer bone mineral density data from plain pelvis X-ray, and it can achieve good predicted value for clinical use.
X-Rays Humans Deep Learning Neural Networks, Computer Radiography Bone Density Absorptiometry, Photon
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