Radiology

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

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AI-Quantified ¹¹C-MET PET/CT bone marrow metabolic activity for prognostic assessment in newly diagnosed multiple myeloma.

PURPOSE: To develop and validate an AI method for automated quantification of whole-skeleton bone ma...

Oct 2025 41165818
A Hybrid Model Combining U-Net and Transformers for Joint Segmentation and Beamforming of Plane-wave Ultrasound Images.

OBJECTIVE: Recent advancements in deep learning have shown significant potential in ultrasound imagi...

Oct 2025 41173661
Ultrasound super-resolved hemodynamic estimation in microvessel using physics-informed neural networks and data assimilation.

BACKGROUND AND OBJECTIVE: Ultrasound super-resolution imaging (SRI) enables the visualization of mic...

Oct 2025 41202508
Early clinical experiences with AI-based EVAR planning using the Endoleak Risk Index support its value for individualized decision-making and education.

OBJECTIVE: The aim of this study was to evaluate our first experience with the use of the artificial...

Oct 2025 41403761
Integrated multi-task learning framework for hepatocellular carcinoma segmentation and histological grading using fused multi-phase MRI.

OBJECTIVE: This study aims to develop and validate an integrated multi-task framework for hepatocell...

Oct 2025 41160193
Artificial Intelligence and Machine Learning for Osteoarthritis and Cartilage Assessment.

Osteoarthritis (OA) affects over 500 million people globally and poses diagnostic and management cha...

Oct 2025 41656050
Artificial Intelligence for CT and MRI Protocoling: A Meta-Analysis of Traditional Machine Learning, BERT, and Large Language Models.

Background: Examination protocoling is a resource-intensive task. Various artificial intelligence (A...

Oct 2025 41159787
Golay-Net: Deep learning-based Golay coded excitation for ultrasound imaging.

Ultrasound imaging modality, which operates by transmitting and receiving short ultrasound pulses, o...

Oct 2025 41176826
Preventing exotic pet beetle invasion with an improved lightweight and efficient pest detection model deployed on mobile devices.

BACKGROUND: The illegal smuggling of exotic pet beetles presents a growing threat to global ecosyste...

Oct 2025 41147760
Magnetic resonance imaging-based artificial intelligence model predicts neoadjuvant therapy response in triple-negative breast cancer.

PURPOSE: Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer with limited...

Oct 2025 41140117
Attention-Based Multimodal Deep Learning for Uveal Melanoma Classification Using Ultra-Widefield Fundus Images and Ocular Ultrasound.

PURPOSE: To develop and evaluate a deep learning model that integrates ultra-widefield fundus photog...

Oct 2025 41439217
NHOC/NHOP as novel biomarkers for predicting lymph node metastasis in NSCLC using PET/CT radiomics and machine learning: a two-center retrospective study.

PURPOSE: NHOC and NHOP, defined as the normalized distances from peak uptake to tumour centroid and ...

Oct 2025 41137928
Free-breathing dynamic MRI reconstruction via joint time-dependent coil sensitivity estimation using implicit neural representation.

Dynamic magnetic resonance imaging (MRI) often encounters a trade-off between spatial and temporal r...

Oct 2025 41218562
Automatic Follicle Counting From Ultrasound Images of Ovaries Using MARDSE-UNET Model.

Detecting ovarian structures in ultrasound images is essential in gynecological and reproductive med...

Oct 2025 41133380
A perspective on AI implementation in medical imaging in LMICs: challenges, priorities, and strategies.

OBJECTIVES: Artificial intelligence (AI) promises to accelerate and democratize medical imaging, yet...

Oct 2025 41128758
Deep Learning-Based Motion-Compensated Reconstruction for Accelerating 4-Dimensional Magnetic Resonance Fingerprinting.

PURPOSE: To develop and validate DeepMocor, a deep learning-based method for motion-compensated 4-di...

Oct 2025 41138788
AI-driven diagnosis of vulnerable intracranial atherosclerotic plaques using large language models and vision transformers: a multi-center study.

OBJECTIVES: High-resolution vessel wall imaging (HR-VWI) is essential for diagnosing vulnerable intr...

Oct 2025 41123642
coPERCIST: AI-assisted PET-CT response assessment.

PURPOSE: The PET Response Criteria in Solid Tumours (PERCIST) 1.0 provides a standardized framework ...

Oct 2025 41120595
Real-world diagnostic performance of knee MRI protocols accelerated using simultaneous multi-slice acquisition and deep learning reconstruction.

OBJECTIVE: To assess whether accelerated knee MRI protocols using simultaneous multi-slice (SMS) and...

Oct 2025 41109866
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