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Journal of magnetic resonance imaging : JMRI

Showing 91 to 100 of 234 articles

A Deep Learning Pipeline Using Prior Knowledge for Automatic Evaluation of Placenta Accreta Spectrum Disorders With MRI.

Journal of magnetic resonance imaging : JMRI May 13, 2023
BACKGROUND: The diagnosis of prenatal placenta accreta spectrum (PAS) with magnetic resonance imaging (MRI) is highly dependent on radiologists' experience. A deep learning (DL) method using the prior knowledge that PAS-related signs are generally fo...
Placenta Accreta Magnetic Resonance Imaging Placenta Humans Retrospective Studies Pregnancy Female Deep Learning
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Associating Peritoneal Metastasis With T2-Weighted MRI Images in Epithelial Ovarian Cancer Using Deep Learning and Radiomics: A Multicenter Study.

Journal of magnetic resonance imaging : JMRI May 3, 2023
BACKGROUND: The preoperative diagnosis of peritoneal metastasis (PM) in epithelial ovarian cancer (EOC) is challenging and can impact clinical decision-making.
Humans Ovarian Neoplasms Female Retrospective Studies Peritoneal Neoplasms Deep Learning Carcinoma, Ovarian Epithelial Magnetic Resonance Imaging
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Deep Learning Radiomics Model of Dynamic Contrast-Enhanced MRI for Evaluating Vessels Encapsulating Tumor Clusters and Prognosis in Hepatocellular Carcinoma.

Journal of magnetic resonance imaging : JMRI Apr 20, 2023
BACKGROUND: Vessels encapsulating tumor cluster (VETC) is a critical prognostic factor and therapeutic predictor of hepatocellular carcinoma (HCC). However, noninvasive evaluation of VETC remains challenging.
Bayes Theorem Carcinoma, Hepatocellular Magnetic Resonance Imaging Humans Prognosis Retrospective Studies Reproducibility of Results Deep Learning Liver Neoplasms
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The Impact of Fatty Infiltration on MRI Segmentation of Lower Limb Muscles in Neuromuscular Diseases: A Comparative Study of Deep Learning Approaches.

Journal of magnetic resonance imaging : JMRI Apr 6, 2023
BACKGROUND: Deep learning methods have been shown to be useful for segmentation of lower limb muscle MRIs of healthy subjects but, have not been sufficiently evaluated on neuromuscular disease (NDM) patients.
Muscles Neuromuscular Diseases Magnetic Resonance Imaging Thigh Reproducibility of Results Aged Adult Middle Aged Deep Learning Image Processing, Computer-Assisted Humans Retrospective Studies
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Editorial for "The Impact of Fatty Infiltration on MRI Segmentation of Lower Limb Muscles in Neuromuscular Diseases: A Comparative Study of Deep Learning Approaches".

Journal of magnetic resonance imaging : JMRI Apr 6, 2023
Humans Muscles Neuromuscular Diseases Deep Learning Magnetic Resonance Imaging Lower Extremity
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MRI-Based Breast Cancer Classification and Localization by Multiparametric Feature Extraction and Combination Using Deep Learning.

Journal of magnetic resonance imaging : JMRI Apr 4, 2023
BACKGROUND: Deep learning (DL) have been reported feasible in breast MRI. However, the effectiveness of DL method in mpMRI combinations for breast cancer detection has not been well investigated.
Humans Magnetic Resonance Imaging Sensitivity and Specificity Breast Neoplasms Retrospective Studies Deep Learning Female
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Editorial for "Deep Learning With an Attention Mechanism for Differentiating the Origin of Brain Metastasis Using MR Images".

Journal of magnetic resonance imaging : JMRI Mar 25, 2023
Magnetic Resonance Imaging Humans Brain Neoplasms Brain Deep Learning Image Processing, Computer-Assisted
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Deep Learning With an Attention Mechanism for Differentiating the Origin of Brain Metastasis Using MR images.

Journal of magnetic resonance imaging : JMRI Mar 25, 2023
BACKGROUND: Brain metastasis (BM) is a serious neurological complication of cancer of different origins. The value of deep learning (DL) to identify multiple types of primary origins remains unclear.
Lung Neoplasms Carcinoma, Non-Small-Cell Lung Humans Magnetic Resonance Imaging Female Diffusion Magnetic Resonance Imaging Retrospective Studies Middle Aged Breast Neoplasms Brain Neoplasms Deep Learning
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Editorial for "Deep Learning-Based Segmentation of Locally Advanced Breast Cancer on MRI in Relation to Residual Cancer Burden: A Multi-Institutional Cohort Study".

Journal of magnetic resonance imaging : JMRI Mar 20, 2023
Breast Neoplasm, Residual Magnetic Resonance Imaging Multicenter Studies as Topic Breast Neoplasms Deep Learning Image Processing, Computer-Assisted Humans Female
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Deep Learning-Based Segmentation of Locally Advanced Breast Cancer on MRI in Relation to Residual Cancer Burden: A Multi-Institutional Cohort Study.

Journal of magnetic resonance imaging : JMRI Mar 17, 2023
BACKGROUND: While several methods have been proposed for automated assessment of breast-cancer response to neoadjuvant chemotherapy on breast MRI, limited information is available about their performance across multiple institutions.
Retrospective Studies Female Aged Adult Breast Neoplasms Neoadjuvant Therapy Middle Aged Deep Learning Humans Magnetic Resonance Imaging Treatment Outcome Neoplasm, Residual
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