AIMC Topic: Image Interpretation, Computer-Assisted

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Spinal Cord Image Denoising Using Dncnn Algorithm.

Current medical imaging Jan 1, 2025
BACKGROUND: Spinal image denoising plays a vital role in the accurate diagnosis of disc herniation (DH).
Magnetic Resonance Imaging Humans Neural Networks, Computer Image Interpretation, Computer-Assisted Algorithms Spinal Cord Intervertebral Disc Displacement
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Subject-Based Transfer Learning in Longitudinal Multiple Sclerosis Lesion Segmentation.

Journal of neuroimaging : official journal of the American Society of Neuroimaging Jan 1, 2025
BACKGROUND AND PURPOSE: Accurate and consistent lesion segmentation from magnetic resonance imaging is required for longitudinal multiple sclerosis (MS) data analysis. In this work, we propose two new transfer learning-based pipelines to improve segm...
Multiple Sclerosis Image Interpretation, Computer-Assisted Deep Learning Humans Longitudinal Studies Adult Brain Male Magnetic Resonance Imaging Female Middle Aged Disease Progression
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Deep Learning-assisted Diagnosis of Extrahepatic Common Bile Duct Obstruction Using MRCP Imaging and Clinical Parameters.

Current medical imaging Jan 1, 2025
BACKGROUND: Extrahepatic Common Bile Duct Obstruction (EHBDO) is a serious condition that requires accurate diagnosis for effective treatment. Magnetic Resonance Cholangiopancreatography (MRCP) is a widely used noninvasive imaging technique for visua...
Image Interpretation, Computer-Assisted Humans Retrospective Studies Cholangiopancreatography, Magnetic Resonance Sensitivity and Specificity Female Cholestasis, Extrahepatic Male Aged Middle Aged Adult Deep Learning
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Deep Learning to Simulate Contrast-Enhanced MRI for Evaluating Suspected Prostate Cancer.

Radiology Jan 1, 2025
Background Multiparametric MRI, including contrast-enhanced sequences, is recommended for evaluating suspected prostate cancer, but concerns have been raised regarding potential contrast agent accumulation and toxicity. Purpose To evaluate the feasib...
Middle Aged Deep Learning Contrast Media Magnetic Resonance Imaging Prostatic Neoplasms Prostate Feasibility Studies Humans Retrospective Studies Aged Image Interpretation, Computer-Assisted Male Multiparametric Magnetic Resonance Imaging
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Prospective Evaluation of Accelerated Brain MRI Using Deep Learning-Based Reconstruction: Simultaneous Application to 2D Spin-Echo and 3D Gradient-Echo Sequences.

Korean journal of radiology Jan 1, 2025
OBJECTIVE: To prospectively evaluate the effect of accelerated deep learning-based reconstruction (Accel-DL) on improving brain magnetic resonance imaging (MRI) quality and reducing scan time compared to that in conventional MRI.
Image Interpretation, Computer-Assisted Artifacts Signal-To-Noise Ratio Adult Male Middle Aged Deep Learning Imaging, Three-Dimensional Image Processing, Computer-Assisted Magnetic Resonance Imaging Prospective Studies Humans Brain Female Aged
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Faster Acquisition and Improved Image Quality of T2-Weighted Dixon Breast MRI at 3T Using Deep Learning: A Prospective Study.

Korean journal of radiology Jan 1, 2025
OBJECTIVE: The aim of this study was to compare image quality features and lesion characteristics between a faster deep learning (DL) reconstructed T2-weighted (T2-w) fast spin-echo (FSE) Dixon sequence with super-resolution (T2) and a conventional T...
Image Interpretation, Computer-Assisted Signal-To-Noise Ratio Aged Adult Breast Neoplasms Middle Aged Deep Learning Magnetic Resonance Imaging Breast Humans Prospective Studies Female Reproducibility of Results
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Advanced CNN Architecture for Brain Tumor Segmentation and Classification using BraTS-GOAT 2024 Dataset.

Current medical imaging Jan 1, 2025
BACKGROUND: The BraTS Generalizability Across Tumors (BraTS-GoAT) initiative addresses the critical need for robust and generalizable models in brain tumor segmentation. Despite advancements in automated segmentation techniques, the variability in tu...
Neural Networks, Computer Databases, Factual Sensitivity and Specificity Brain Neoplasms Humans Image Processing, Computer-Assisted Magnetic Resonance Imaging Image Interpretation, Computer-Assisted
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Exploration of Cervical Cancer Image Processing and Detection Based on URCNNs.

Current medical imaging Jan 1, 2025
BACKGROUND: Cervical cancer is a prevalent malignancy among women, often asymptomatic in early stages, complicating detection.
Humans Neural Networks, Computer Female Uterine Cervical Neoplasms Image Processing, Computer-Assisted Early Detection of Cancer Image Interpretation, Computer-Assisted
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A Machine Learning Model to Harmonize Volumetric Brain MRI Data for Quantitative Neuroradiologic Assessment of Alzheimer Disease.

Radiology. Artificial intelligence Jan 1, 2025
Purpose To extend a previously developed machine learning algorithm for harmonizing brain volumetric data of individuals undergoing neuroradiologic assessment of Alzheimer disease not encountered during model training. Materials and Methods Neuroharm...
Brain Alzheimer Disease Humans Aged Image Interpretation, Computer-Assisted Retrospective Studies Aged, 80 and over Neuroimaging Machine Learning Female Male Algorithms Magnetic Resonance Imaging Prospective Studies
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Deep Learning Applied to Diffusion-weighted Imaging for Differentiating Malignant from Benign Breast Tumors without Lesion Segmentation.

Radiology. Artificial intelligence Jan 1, 2025
Purpose To evaluate and compare the performance of different artificial intelligence (AI) models in differentiating between benign and malignant breast tumors at diffusion-weighted imaging (DWI), including comparison with radiologist assessments. Mat...
Humans Retrospective Studies Female Aged Diagnosis, Differential Breast Image Interpretation, Computer-Assisted Diffusion Magnetic Resonance Imaging Adult Breast Neoplasms Middle Aged Deep Learning
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