AIMC Topic: Image Interpretation, Computer-Assisted

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Comparison of data fusion strategies for automated prostate lesion detection using mpMRI correlated with whole mount histology.

Radiation oncology (London, England) Jul 29, 2024
BACKGROUND: In this work, we compare input level, feature level and decision level data fusion techniques for automatic detection of clinically significant prostate lesions (csPCa).
Prostatic Neoplasms Image Interpretation, Computer-Assisted Multiparametric Magnetic Resonance Imaging Aged Humans Male Middle Aged Deep Learning
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Clinical utility of a rapid two-dimensional balanced steady-state free precession sequence with deep learning reconstruction.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Jul 28, 2024
BACKGROUND: Cardiovascular magnetic resonance (CMR) cine imaging is still limited by long acquisition times. This study evaluated the clinical utility of an accelerated two-dimensional (2D) cine sequence with deep learning reconstruction (Sonic DL) t...
Ventricular Function, Left Observer Variation Time Factors Reproducibility of Results Stroke Volume Predictive Value of Tests Aged Magnetic Resonance Imaging, Cine Humans Middle Aged Heart Ventricles Adult Prospective Studies Ventricular Function, Right Deep Learning Image Interpretation, Computer-Assisted Male Female
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AG-MSTLN-EL: A Multi-source Transfer Learning Approach to Brain Tumor Detection.

Journal of imaging informatics in medicine Jul 26, 2024
The analysis of medical images (MI) is an important part of advanced medicine as it helps detect and diagnose various diseases early. Classifying brain tumors through magnetic resonance imaging (MRI) poses a challenge demanding accurate models for ef...
Humans Machine Learning Algorithms Reproducibility of Results Brain Neoplasms Support Vector Machine Magnetic Resonance Imaging Image Interpretation, Computer-Assisted
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Clinical-Grade Validation of an Autofluorescence Virtual Staining System With Human Experts and a Deep Learning System for Prostate Cancer.

Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc Jul 26, 2024
The tissue diagnosis of adenocarcinoma and intraductal carcinoma of the prostate includes Gleason grading of tumor morphology on the hematoxylin and eosin stain and immunohistochemistry markers on the prostatic intraepithelial neoplasia-4 stain (CK5/...
Image Interpretation, Computer-Assisted Immunohistochemistry Optical Imaging Prostatic Intraepithelial Neoplasia Prostatic Neoplasms Neoplasm Grading Microscopy, Fluorescence Humans Male Deep Learning Staining and Labeling Adenocarcinoma
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Reduced response to regadenoson with increased weight: An artificial intelligence-based quantitative myocardial perfusion study.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Jul 25, 2024
BACKGROUND: There is conflicting evidence regarding the response to a fixed dose of regadenoson in patients with high body weight. The aim of this study was to evaluate the effectiveness of regadenoson in patients with varying body weights using nove...
Adenosine A2 Receptor Agonists Artificial Intelligence Purines Algorithms Coronary Circulation Female Logistic Models Myocardial Perfusion Imaging Humans Risk Factors Obesity Adenosine Body Weight Aged Predictive Value of Tests Image Interpretation, Computer-Assisted Male Coronary Artery Disease Pyrazoles Middle Aged Vasodilator Agents Case-Control Studies
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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.
Artificial Intelligence Algorithms Retrospective Studies Female Humans Contrast Media Magnetic Resonance Imaging Breast Image Interpretation, Computer-Assisted Breast Neoplasms Gadolinium Middle Aged Image Enhancement Imaging, Three-Dimensional Diffusion Magnetic Resonance Imaging Reproducibility of Results Image Processing, Computer-Assisted Aged Adult Sensitivity and Specificity
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Comparison of Explainable Artificial Intelligence Model and Radiologist Review Performances to Detect Breast Cancer in 752 Patients.

Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine Jul 25, 2024
OBJECTIVES: Breast cancer is a type of cancer caused by the uncontrolled growth of cells in the breast tissue. In a few cases, erroneous diagnosis of breast cancer by specialists and unnecessary biopsies can lead to various negative consequences. In ...
Aged, 80 and over Young Adult Adult Sensitivity and Specificity Artificial Intelligence Female Radiologists Reproducibility of Results Humans Ultrasonography, Mammary Aged Breast Neoplasms Breast Middle Aged Image Interpretation, Computer-Assisted Adolescent Diagnosis, Differential
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An artificial intelligence boost to MRI lumbar spine reporting.

European journal of radiology Jul 25, 2024
Humans Artificial Intelligence Magnetic Resonance Imaging Lumbar Vertebrae Image Interpretation, Computer-Assisted Spinal Diseases
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SFPL: Sample-specific fine-grained prototype learning for imbalanced medical image classification.

Medical image analysis Jul 25, 2024
Imbalanced classification is a common and difficult task in many medical image analysis applications. However, most existing approaches focus on balancing feature distribution and classifier weights between classes, while ignoring the inner-class het...
Humans Machine Learning Algorithms Image Interpretation, Computer-Assisted
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Parkinson's image detection and classification based on deep learning.

BMC medical imaging Jul 25, 2024
OBJECTIVE: There are two major issues in the MRI image diagnosis task for Parkinson's disease. Firstly, there are slight differences in MRI images between healthy individuals and Parkinson's patients, and the medical field has not yet established pre...
Male Middle Aged Deep Learning Magnetic Resonance Imaging Humans Algorithms Female Aged Parkinson Disease Image Interpretation, Computer-Assisted Early Diagnosis
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