AIMC Topic:
Magnetic Resonance Imaging

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Deep Convolutional Neural Network for Dedicated Regions-of-Interest Based Multi-Parameter Quantitative Ultrashort Echo Time (UTE) Magnetic Resonance Imaging of the Knee Joint.

Journal of imaging informatics in medicine Mar 28, 2024
We proposed an end-to-end deep learning convolutional neural network (DCNN) for region-of-interest based multi-parameter quantification (RMQ-Net) to accelerate quantitative ultrashort echo time (UTE) MRI of the knee joint with automatic multi-tissue ...
Male Middle Aged Osteoarthritis, Knee Deep Learning Cartilage, Articular Humans Image Processing, Computer-Assisted Magnetic Resonance Imaging Neural Networks, Computer Knee Joint Female Image Interpretation, Computer-Assisted Aged Adult
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Machine Learning Approaches to Identify Affected Brain Regions in Movement Disorders Using MRI Data: A Systematic Review and Diagnostic Meta-analysis.

Journal of magnetic resonance imaging : JMRI Mar 27, 2024
BACKGROUND: Movement disorders such as Parkinson's disease are associated with structural and functional changes in specific brain regions. Advanced magnetic resonance imaging (MRI) techniques combined with machine learning (ML) are promising tools f...
Machine Learning Brain Sensitivity and Specificity Movement Disorders Humans Magnetic Resonance Imaging Diffusion Tensor Imaging
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Automated graded prognostic assessment for patients with hepatocellular carcinoma using machine learning.

European radiology Mar 27, 2024
BACKGROUND: Accurate mortality risk quantification is crucial for the management of hepatocellular carcinoma (HCC); however, most scoring systems are subjective.
Aged Risk Assessment Male Humans Liver Neoplasms Middle Aged Machine Learning Prognosis Carcinoma, Hepatocellular Contrast Media Magnetic Resonance Imaging Retrospective Studies Female
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AI-assisted automatic MRI-based tongue volume evaluation in motor neuron disease (MND).

International journal of computer assisted radiology and surgery Mar 27, 2024
PURPOSE: Motor neuron disease (MND) causes damage to the upper and lower motor neurons including the motor cranial nerves, the latter resulting in bulbar involvement with atrophy of the tongue muscle. To measure tongue atrophy, an operator independen...
Humans Imaging, Three-Dimensional Adult Magnetic Resonance Imaging Neural Networks, Computer Amyotrophic Lateral Sclerosis Middle Aged Male Female Tongue Pilot Projects Aged Motor Neuron Disease
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Artificial intelligence and machine learning in axial spondyloarthritis.

Current opinion in rheumatology Mar 27, 2024
PURPOSE OF REVIEW: To evaluate the current applications and prospects of artificial intelligence and machine learning in diagnosing and managing axial spondyloarthritis (axSpA), focusing on their role in medical imaging, predictive modelling, and pat...
Magnetic Resonance Imaging Axial Spondyloarthritis Machine Learning Tomography, X-Ray Computed Deep Learning Humans Artificial Intelligence
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Faster acquisition of magnetic resonance imaging sequences of the knee via deep learning reconstruction: a volunteer study.

Clinical radiology Mar 26, 2024
AIM: To evaluate whether deep learning reconstruction (DLR) can accelerate the acquisition of magnetic resonance imaging (MRI) sequences of the knee for clinical use.
Magnetic Resonance Imaging Male Humans Image Interpretation, Computer-Assisted Knee Joint Middle Aged Signal-To-Noise Ratio Female Healthy Volunteers Adult Deep Learning
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Predicting treatment outcome based on resting-state functional connectivity in internalizing mental disorders: A systematic review and meta-analysis.

Neuroscience and biobehavioral reviews Mar 26, 2024
Predicting treatment outcome in internalizing mental disorders prior to treatment initiation is pivotal for precision mental healthcare. In this regard, resting-state functional connectivity (rs-FC) and machine learning have often shown promising pre...
Magnetic Resonance Imaging Connectome Mental Disorders Prognosis Treatment Outcome Humans Machine Learning
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Combined brain topological metrics with machine learning to distinguish essential tremor and tremor-dominant Parkinson's disease.

Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology Mar 25, 2024
BACKGROUND: Essential tremor (ET) and Parkinson's disease (PD) are the two most prevalent movement disorders, sharing several overlapping tremor clinical features. Although growing evidence pointed out that changes in similar brain network nodes are ...
Humans Machine Learning Male Middle Aged Support Vector Machine Magnetic Resonance Imaging Brain Female Aged Parkinson Disease Diagnosis, Differential Essential Tremor
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A review of self-supervised, generative, and few-shot deep learning methods for data-limited magnetic resonance imaging segmentation.

NMR in biomedicine Mar 24, 2024
Magnetic resonance imaging (MRI) is a ubiquitous medical imaging technology with applications in disease diagnostics, intervention, and treatment planning. Accurate MRI segmentation is critical for diagnosing abnormalities, monitoring diseases, and d...
Deep Learning Humans Image Processing, Computer-Assisted Magnetic Resonance Imaging Algorithms Supervised Machine Learning Brain
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Quality assurance of late gadolinium enhancement cardiac magnetic resonance images: a deep learning classifier for confidence in the presence or absence of abnormality with potential to prompt real-time image optimization.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Mar 24, 2024
BACKGROUND: Late gadolinium enhancement (LGE) of the myocardium has significant diagnostic and prognostic implications, with even small areas of enhancement being important. Distinguishing between definitely normal and definitely abnormal LGE images ...
Middle Aged Deep Learning Contrast Media Magnetic Resonance Imaging Reproducibility of Results Aged Male Image Interpretation, Computer-Assisted Quality Assurance, Health Care Observer Variation Magnetic Resonance Imaging, Cine Predictive Value of Tests Databases, Factual Myocardium Humans Female Heart Diseases
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