AI Medical Compendium Journal:
Journal of magnetic resonance imaging : JMRI

Showing 11 to 20 of 234 articles

Deep Learning-Based Techniques in Glioma Brain Tumor Segmentation Using Multi-Parametric MRI: A Review on Clinical Applications and Future Outlooks.

Journal of magnetic resonance imaging : JMRI Jul 29, 2024
This comprehensive review explores the role of deep learning (DL) in glioma segmentation using multiparametric magnetic resonance imaging (MRI) data. The study surveys advanced techniques such as multiparametric MRI for capturing the complex nature o...
Brain Neoplasms Disease Progression Deep Learning Image Processing, Computer-Assisted Glioma Humans Neural Networks, Computer Computer Simulation Data Accuracy Image Interpretation, Computer-Assisted Multiparametric Magnetic Resonance Imaging
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Enabling AI-Generated Content for Gadolinium-Free Contrast-Enhanced Breast Magnetic Resonance Imaging.

Journal of magnetic resonance imaging : JMRI Jul 25, 2024
BACKGROUND: There is increasing interest in utilizing AI-generated content for gadolinium-free contrast-enhanced breast MRI.
Gadolinium Image Enhancement Diffusion Magnetic Resonance Imaging Adult Sensitivity and Specificity Breast Neoplasms Image Processing, Computer-Assisted Middle Aged Contrast Media Imaging, Three-Dimensional Algorithms Humans Magnetic Resonance Imaging Artificial Intelligence Breast Retrospective Studies Female Image Interpretation, Computer-Assisted Reproducibility of Results Aged
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Deep Learning Assisted Classification of T1ρ-MR Based Intervertebral Disc Degeneration Phases.

Journal of magnetic resonance imaging : JMRI Jul 15, 2024
BACKGROUND: According to the T1ρ value of nucleus pulposus, our previous study has found that intervertebral disc degeneration (IDD) can be divided into three phases based on T1ρ-MR, which is helpful for the selection of biomaterial treatment timing....
Female Reproducibility of Results Aged Adult Male Humans Retrospective Studies Image Interpretation, Computer-Assisted Intervertebral Disc Degeneration Low Back Pain Intervertebral Disc Nucleus Pulposus Middle Aged Deep Learning ROC Curve Image Processing, Computer-Assisted Magnetic Resonance Imaging
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Deep Learning-Enabled Automated Quality Control for Liver MR Elastography: Initial Results.

Journal of magnetic resonance imaging : JMRI Jun 22, 2024
BACKGROUND: Several factors can impair image quality and reliability of liver magnetic resonance elastography (MRE), such as inadequate driver positioning, insufficient wave propagation and patient-related factors.
Reproducibility of Results Aged Adult Male Middle Aged Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Liver Quality Control Humans Retrospective Studies Female Image Interpretation, Computer-Assisted Elasticity Imaging Techniques
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Parallel CNN-Deep Learning Clinical-Imaging Signature for Assessing Pathologic Grade and Prognosis of Soft Tissue Sarcoma Patients.

Journal of magnetic resonance imaging : JMRI Jun 10, 2024
BACKGROUND: Traditional biopsies pose risks and may not accurately reflect soft tissue sarcoma (STS) heterogeneity. MRI provides a noninvasive, comprehensive alternative.
Young Adult Adult Male Middle Aged Deep Learning Adolescent Prognosis Magnetic Resonance Imaging Neoplasm Grading Retrospective Studies Humans Sarcoma Neural Networks, Computer Female Soft Tissue Neoplasms Prospective Studies Aged Aged, 80 and over
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Time-Series MR Images Identifying Complete Response to Neoadjuvant Chemotherapy in Breast Cancer Using a Deep Learning Approach.

Journal of magnetic resonance imaging : JMRI Jun 8, 2024
BACKGROUND: Pathological complete response (pCR) is an essential criterion for adjusting follow-up treatment plans for patients with breast cancer (BC). The value of the visual geometry group and long short-term memory (VGG-LSTM) network using time-s...
Neoadjuvant Therapy Contrast Media Magnetic Resonance Imaging Breast Chemotherapy, Adjuvant Breast Neoplasms Humans Middle Aged Retrospective Studies Deep Learning Female Image Processing, Computer-Assisted Adult Treatment Outcome
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Deep Learning-Based Approach for Identifying and Measuring Focal Liver Lesions on Contrast-Enhanced MRI.

Journal of magnetic resonance imaging : JMRI Jun 3, 2024
BACKGROUND: The number of focal liver lesions (FLLs) detected by imaging has increased worldwide, highlighting the need to develop a robust, objective system for automatically detecting FLLs.
Middle Aged Deep Learning Liver Neoplasms Contrast Media Magnetic Resonance Imaging Aged Aged, 80 and over Adult Sensitivity and Specificity Male Liver Image Interpretation, Computer-Assisted Humans Artificial Intelligence Retrospective Studies Female Reproducibility of Results
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Artificial Intelligence Quantification of Enhanced Synovium Throughout the Entire Hand in Rheumatoid Arthritis on Dynamic Contrast-Enhanced MRI.

Journal of magnetic resonance imaging : JMRI May 28, 2024
BACKGROUND: Challenges persist in achieving automatic and efficient inflammation quantification using dynamic contrast-enhanced (DCE) MRI in rheumatoid arthritis (RA) patients.
Synovial Membrane Contrast Media Magnetic Resonance Imaging Hand Humans Image Interpretation, Computer-Assisted Male Synovitis Middle Aged Artificial Intelligence ROC Curve Retrospective Studies Image Processing, Computer-Assisted Female Arthritis, Rheumatoid Aged Adult
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Preoperative Differentiation of HER2-Zero and HER2-Low from HER2-Positive Invasive Ductal Breast Cancers Using BI-RADS MRI Features and Machine Learning Modeling.

Journal of magnetic resonance imaging : JMRI May 10, 2024
BACKGROUND: Accurate determination of human epidermal growth factor receptor 2 (HER2) is important for choosing optimal HER2 targeting treatment strategies. HER2-low is currently considered HER2-negative, but patients may be eligible to receive new a...
Receptor, ErbB-2 Carcinoma, Ductal, Breast Female Middle Aged Reproducibility of Results ROC Curve Humans Aged Magnetic Resonance Imaging Machine Learning Adult Breast Algorithms Breast Neoplasms Image Interpretation, Computer-Assisted Retrospective Studies
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Associating Knee Osteoarthritis Progression with Temporal-Regional Graph Convolutional Network Analysis on MR Images.

Journal of magnetic resonance imaging : JMRI Apr 30, 2024
BACKGROUND: Artificial intelligence shows promise in assessing knee osteoarthritis (OA) progression on MR images, but faces challenges in accuracy and interpretability.
Image Processing, Computer-Assisted Aged Humans Male Magnetic Resonance Imaging Middle Aged Neural Networks, Computer Osteoarthritis, Knee Disease Progression Cartilage, Articular Retrospective Studies ROC Curve Female
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