Radiology

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

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Showing 2038-2058 of 14,384 articles
Potential for AI as first reader in lung cancer screening.

PURPOSE: To retrospectively assess the agreement between human and automated AI-based readings for l...

Nov 2025 41308576
Feasibility of deep learning-accelerated HASTE-FS for pancreatic cystic lesion surveillance: comparison with conventional HASTE and MRCP.

PURPOSE: Pancreatic cystic lesions (PCL) commonly undergo surveillance using MRI with MR cholangiopa...

Nov 2025 41251737
Abdominal multi-organ segmentation on 3D negative-contrast CT cholangiopancreatography: a comparative study of deep learning methods.

OBJECTIVES: This study aims to automate segmentation of the biliary and pancreatic systems on 3D neg...

Nov 2025 41251738
Transformer-based ultrasound radiomics for novel multi-task automated segmentation and classification of ovarian tumors.

OBJECTIVE: To develop and evaluate a comprehensive AI-driven pipeline for automated segmentation and...

Nov 2025 41251739
An Interpretable Machine Learning Model Based on MRI Features for Predicting Pain Severity in Temporomandibular Disorders.

BACKGROUND: Chronic pain around the temporomandibular joint (TMJ) and masticatory muscles is a prima...

Nov 2025 41251282
Total-body [18F]FDG-PET/CT imaging of healthy volunteers with minimal effective dose.

PURPOSE: High-sensitivity, total-body (TB) positron emission tomography (PET) and computed tomograph...

Nov 2025 41251746
Efficacy of MRI-based deep learning algorithm for detecting acute ischemic stroke: evaluation among diverse readers.

OBJECTIVES: The efficacy of an MRI-based deep learning algorithm (DLA) for detecting acute ischemic ...

Nov 2025 41249548
Advancing deep learning based knee cartilage segmentation in MRI: Innovations, challenges and applications.

OBJECTIVE: Recent advancements in deep learning (DL) have advanced knee cartilage segmentation in Ma...

Nov 2025 41362327
MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Observation and Localization in CT Images.

Pancreatic cancer remains one of the deadliest malignancies, primarily because of its subtle CT appe...

Nov 2025 41658402
A Novel Instance Segmentation Method for Real-Time Detection of Thyroid Nodules in Ultrasound Videos: A Multi-Center Study.

OBJECTIVES: Thyroid nodules are one of the most common thyroid disorders and can be categorized into...

Nov 2025 41253629
Review of Techniques and Technologies for Mosaicking Ultrasound Volumes.

Ultrasound imaging, known for its affordability, portability and real-time capabilities, has become ...

Nov 2025 41253630
DoubleBlock-ViT: A MaxViT-based enhancement and dual-path skip connections for brain tumor segmentation in MRI scans.

BACKGROUND: Manual interpretation of brain tumor regions in MRI scans demands substantial medical ex...

Nov 2025 41274096
ERANet: Edge replacement augmentation for semi-supervised meniscus segmentation with prototype consistency alignment and conditional self-training.

The meniscus, a fibrocartilaginous structure within the knee joint, plays an essential role in joint...

Nov 2025 41270438
Feasibility of deep learning-based cancer detection in ultrasound microvascular images.

Acoustic angiography is a superharmonic contrast-enhanced ultrasound modality that maps 3-D microvas...

Nov 2025 41270708
Emerging trends in nuclear medicine: breakthrough in radiopharmaceuticals, Geant4 simulations, and AI integration.

Nuclear medicine has witnessed revolutionary progress, spurred by advances in radiopharmaceuticals, ...

Nov 2025 41237411
Deep Learning Radiomics Model Based on Ultrasound Images Predicts Myometrial Infiltration of Endometrial Cancer.

OBJECTIVE: This study aims to develop and validate a deep learning radiomics (DLR) model based on ul...

Nov 2025 41235803
A CT-based 2.5D deep learning model for preoperative T-staging in gastric cancer: a retrospective multicenter study.

PURPOSE: To develop and validate a 2.5D multi-angle deep learning (MADL) model for preoperative T-st...

Nov 2025 41236584
Ultrasound to guide critical decisions: What you need to know.

BACKGROUND: Hypotension in the intensive care unit (ICU) demands rapid diagnosis and intervention, a...

Nov 2025 41247294
Automatic measurement of pharyngeal contraction ratio during deglutition using 2D cine MRI with deep learning: A pilot study.

This study aimed to develop a deep learning-based method for automatic segmentation of the pharyngea...

Nov 2025 41236586
Large language models for structured cardiovascular data extraction: a foundation for scalable research and clinical applications.

AIMS: Automated extraction of information from cardiac reports would benefit both clinical reporting...

Nov 2025 41684376
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