Radiology

Latest AI and machine learning research in radiology for healthcare professionals.

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Diagnostic Accuracy of Machine Learning-Assisted MRI for Mild Cognitive Impairment in Parkinson's Disease: A Systematic Review and Meta-Analysis.

To evaluate the diagnostic accuracy of machine learning-assisted magnetic resonance imaging (MRI) in...

May 2025 40443718
Deep Learning with Domain Randomization in Image and Feature Spaces for Abdominal Multiorgan Segmentation on CT and MRI Scans.

Purpose To develop a deep learning segmentation model that can segment abdominal organs on CT and M...

May 2025 40396895
A machine learning model using echocardiographic myocardial strain to detect myocardial ischemia.

Coronary functional assessment plays a critical role in guiding decisions regarding coronary revascu...

May 2025 40397367
Lung MRI: Indications, Capabilities, and Techniques- Expert Panel Narrative Review.

Lung MRI provides both structural and functional information across a spectrum of parenchymal and ai...

May 2025 40397559
UKF-based model parameter estimation to localize the seizure onset zone in ECoG.

Drug-resistant epilepsy (DRE) patients typically require surgical intervention or neurostimulation. ...

May 2025 40397631
Synthesizing [F]PSMA-1007 PET bone images from CT images with GAN for early detection of prostate cancer bone metastases: a pilot validation study.

BACKGROUND: [F]FDG PET/CT scan combined with [F]PSMA-1007 PET/CT scan is commonly conducted for dete...

May 2025 40399853
Adversarial artificial intelligence in radiology: Attacks, defenses, and future considerations.

Artificial intelligence (AI) is rapidly transforming radiology, with applications spanning disease d...

May 2025 40404555
BrainView: A Cloud-based Deep Learning System for Brain Image Segmentation, Tumor Detection and Visualization.

A brain tumor is an abnormal growth in the brain that disrupts its functionality and poses a signifi...

May 2025 40409506
The Desmoid Dilemma: Challenges and Opportunities in Assessing Tumor Burden and Therapeutic Response.

Desmoid tumors are rare, locally invasive soft-tissue tumors with unpredictable clinical behavior. I...

May 2025 40422547
Radiomics and AI-Based Prediction of MGMT Methylation Status in Glioblastoma Using Multiparametric MRI: A Hybrid Feature Weighting Approach.

: Glioblastoma (GBM) is a highly aggressive primary central nervous system tumor with a median survi...

May 2025 40428285
Non-invasive prediction of DCE-MRI radiomics model on CCR5 in breast cancer based on a machine learning algorithm.

BackgroundNon-invasive methods with universal prognostic guidance for detecting breast cancer (BC) s...

May 2025 40395152
Res-ECA-UNet++: an automatic segmentation model for ovarian tumor ultrasound images based on residual networks and channel attention mechanism.

OBJECTIVE: Ultrasound imaging has emerged as the preferred imaging modality for ovarian tumor screen...

May 2025 40470046
Imaging patterns and recommendations for diagnosis, staging, and management of lung cancer.

Lung cancer is the second most commonly diagnosed cancer worldwide. In the present era of targeted t...

May 2025 40486071
Cerebral ischemia detection using deep learning techniques.

Cerebrovascular accident (CVA), commonly known as stroke, stands as a significant contributor to con...

May 2025 40400660
Challenges in Using Deep Neural Networks Across Multiple Readers in Delineating Prostate Gland Anatomy.

Deep learning methods provide enormous promise in automating manually intense tasks such as medical ...

May 2025 40392414
Deep-Learning Reconstruction for 7T MP2RAGE and SPACE MRI: Improving Image Quality at High Acceleration Factors.

BACKGROUND AND PURPOSE: Deep learning (DL) reconstruction has been successful in realizing otherwise...

May 2025 40393739
Application of ChatGPT 4.0 in radiological dose management: Perceptions of radiographers with varying expertise.

INTRODUCTION: Conversational Artificial Intelligence (CAI) is transforming healthcare by introducing...

May 2025 40398374
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