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

Showing 71 to 80 of 234 articles

Editorial for "3D Breast Cancer Segmentation in DCE-MRI Using Deep Learning With Weak Annotation".

Journal of magnetic resonance imaging : JMRI Aug 14, 2023
Image Interpretation, Computer-Assisted Contrast Media Magnetic Resonance Imaging Breast Humans Female Breast Neoplasms Deep Learning Imaging, Three-Dimensional
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Federated Learning: A Cross-Institutional Feasibility Study of Deep Learning Based Intracranial Tumor Delineation Framework for Stereotactic Radiosurgery.

Journal of magnetic resonance imaging : JMRI Aug 12, 2023
BACKGROUND: Deep learning-based segmentation algorithms usually required large or multi-institute data sets to improve the performance and ability of generalization. However, protecting patient privacy is a key concern in the multi-institutional stud...
Humans Algorithms Aged, 80 and over Young Adult Adult Brain Neoplasms Retrospective Studies Female Aged Magnetic Resonance Imaging Feasibility Studies Radiosurgery Neuroma, Acoustic Meningioma Adolescent Male Child Middle Aged Image Processing, Computer-Assisted Deep Learning
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Preoperative Discrimination of CDKN2A/B Homozygous Deletion Status in Isocitrate Dehydrogenase-Mutant Astrocytoma: A Deep Learning-Based Radiomics Model Using MRI.

Journal of magnetic resonance imaging : JMRI Aug 9, 2023
BACKGROUND: Cyclin-dependent kinase inhibitor 2A/B (CDKN2A/B) homozygous deletion has been verified as an independent and critical biomarker of negative prognosis and short survival in isocitrate dehydrogenase (IDH)-mutant astrocytoma. Therefore, non...
Cyclin-Dependent Kinase Inhibitor p16 Isocitrate Dehydrogenase Homozygote Humans Radiomics Astrocytoma Retrospective Studies Deep Learning Sequence Deletion Magnetic Resonance Imaging
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Editorial for "The Effect of Image Resampling on the Performance of Radiomics-Based Artificial Intelligence in Multicenter Prostate MRI".

Journal of magnetic resonance imaging : JMRI Aug 3, 2023
Artificial Intelligence Radiomics Humans Male Prostate
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Weakly Supervised MRI Slice-Level Deep Learning Classification of Prostate Cancer Approximates Full Voxel- and Slice-Level Annotation: Effect of Increasing Training Set Size.

Journal of magnetic resonance imaging : JMRI Jul 28, 2023
BACKGROUND: Weakly supervised learning promises reduced annotation effort while maintaining performance.
Polyesters Deep Learning Humans Magnetic Resonance Imaging Retrospective Studies Prostatic Neoplasms Male
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Multitask Deep Learning-Based Whole-Process System for Automatic Diagnosis of Breast Lesions and Axillary Lymph Node Metastasis Discrimination from Dynamic Contrast-Enhanced-MRI: A Multicenter Study.

Journal of magnetic resonance imaging : JMRI Jul 27, 2023
BACKGROUND: Accurate diagnosis of breast lesions and discrimination of axillary lymph node (ALN) metastases largely depend on radiologist experience.
Humans Lymphatic Metastasis Retrospective Studies Magnetic Resonance Imaging Breast Neoplasms Female Deep Learning Lymph Nodes
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Editorial for "A Channel-Dimensional Feature-Reconstructed Deep Learning Model for Predicting Breast Cancer Molecular Subtypes on Overall b-Value Diffusion-Weighted MRI".

Journal of magnetic resonance imaging : JMRI Jul 27, 2023
Magnetic Resonance Imaging Humans Breast Female Retrospective Studies Diffusion Magnetic Resonance Imaging Breast Neoplasms Deep Learning
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From Compressed-Sensing to Deep Learning MR: Comparative Biventricular Cardiac Function Analysis in a Patient Cohort.

Journal of magnetic resonance imaging : JMRI Jul 12, 2023
BACKGROUND: Conventional segmented, retrospectively gated cine (Conv-cine) is challenged in patients with breath-hold difficulties. Compressed sensing (CS) has shown values in cine imaging but generally requires long reconstruction time. Recent artif...
Male Middle Aged Deep Learning Breath Holding Magnetic Resonance Imaging, Cine Heart Ventricles Image Interpretation, Computer-Assisted Reproducibility of Results Young Adult Adult Humans Prospective Studies Retrospective Studies Artificial Intelligence Female
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Deep Learning for Discrimination of Hypertrophic Cardiomyopathy and Hypertensive Heart Disease on MRI Native T1 Maps.

Journal of magnetic resonance imaging : JMRI Jul 11, 2023
BACKGROUND: Native T1 and radiomics were used for hypertrophic cardiomyopathy (HCM) and hypertensive heart disease (HHD) differentiation previously. The current problem is that global native T1 remains modest discrimination performance and radiomics ...
Magnetic Resonance Imaging Heart Diseases Cardiomyopathy, Hypertrophic Middle Aged Humans Deep Learning Retrospective Studies Hypertension Male
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Editorial for "Deep Learning Nomogram for the Identification of Deep Stromal Invasion in Patients With Early-Stage Cervical Adenocarcinoma and Adenosquamous Carcinoma: A Multicenter Study".

Journal of magnetic resonance imaging : JMRI Jul 6, 2023
Carcinoma, Adenosquamous Adenocarcinoma Multicenter Studies as Topic Neoplasm Staging Uterine Cervical Neoplasms Deep Learning Nomograms Retrospective Studies Female Humans Prognosis
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