Radiology

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

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Prognostic value of a combined model integrating clinical and PET radiomics parameters in metastatic melanoma: A dual-center retrospective study.

OBJECTIVES: To develop and evaluate the predictive efficacy of a combined model incorporating clinic...

Nov 2025 41273608
Extreme cardiac MRI analysis under respiratory motion: Results of the CMRxMotion challenge.

Deep learning models have achieved state-of-the-art performance in automated Cardiac Magnetic Resona...

Nov 2025 41421267
Deep learning based CT grading system for sacroiliitis: a multi-center studydemonstrating superior accuracy and efficiency compared to human readers.

BACKGROUND: To develop and validate a deep convolutional neural network (DCNN) for automated sacroil...

Nov 2025 41330312
AI-aided diagnostic performance for prostate MRI: systematic review and meta-analysis.

BACKGROUND: AI is increasingly integrated within prostate cancer diagnosis pathway. PURPOSE: To prov...

Nov 2025 41272268
Explainable machine learning algorithm for classifying resting-state functional MRI in amyotrophic lateral sclerosis.

BACKGROUND: Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease that affects mu...

Nov 2025 41308261
AI-supported opportunistic detection of vertebral fractures on routine CT scans: Diagnostic performance and clinical relevance.

BACKGROUND: Vertebral fractures (VFs) are among the most common osteoporotic fractures, yet they are...

Nov 2025 41275951
Deep Learning-Based Skin Lesion Classification: A CNN Approach on High-Frequency Ultrasound Imaging.

High-frequency ultrasound (HFUS) is valuable for assessing skin lesions, supporting diagnosis, treat...

Nov 2025 41267329
Deep Learning Reconstruction for 129Xe Diffusion-Weighted MRI Enables Use of Natural Abundant Xenon and Improved Image Acceleration.

PURPOSE: (i) To assess whether 129Xe apparent diffusion coefficient (ADC) and diffusive length scale...

Nov 2025 41266932
Low-count whole-body PET denoising with deep learning in a multicenter, multi-tracer and externally validated study.

BACKGROUND: Positron Emission Tomography (PET) is a powerful diagnostic tool, but its availability, ...

Nov 2025 41261209
Dynamic frame-by-frame motion correction for 18F-flurpiridaz PET-MPI using convolution neural network.

PURPOSE: Precise quantification of myocardial blood flow (MBF) and flow reserve (MFR) in 18F-flurpir...

Nov 2025 41261210
Choroidal volume decrease associated with stromal regression in adult myopia: A high-resolution optical coherence tomography angiography study.

PURPOSE: Observing choroidal volume changes in myopia with various degrees via spectral-domain optic...

Nov 2025 41274326
Impact of Generative AI-Enhanced Low-Dose Cone-Beam Computed Tomography on Diagnosis and Treatment Planning for Impacted Mandibular Third Molars.

OBJECTIVES: To evaluate whether generative artificial intelligence (Gen-AI) could significantly enha...

Nov 2025 41270442
Enhancing and accelerating brain MRI through deep learning reconstruction using prior subject-specific imaging.

Magnetic resonance imaging (MRI) is a crucial medical imaging modality. However, long acquisition ti...

Nov 2025 41274586
Integrating multiphase MRI surrogates to improve microvascular invasion detection and recurrence risk stratification in HCC.

BACKGROUND & AIMS: Microvascular invasion (MVI) is a key determinant of recurrence and poor outcomes...

Nov 2025 41551408
Learning curve for fenestrated-branched endovascular aortic repair using machine learning: A prospective national multicenter registry study.

OBJECTIVE: Fenestrated-branched endovascular aortic repair (F-BEVAR) is a complex procedure that req...

Nov 2025 41265585
Cybersecurity for Interventional Radiologists: A Clinical Imperative for Protecting Patient Data and Imaging Systems.

Cybersecurity threats to medical imaging systems and workflows are no longer confined to information...

Nov 2025 41270935
Clinical Application of an AI-Driven Framework for Accurate Endometrial Thickness Measurement in Transvaginal Ultrasound.

OBJECTIVE: This study aims to develop an AI-based framework for automatic endometrial thickness (ET)...

Nov 2025 41261003
GL-mamba-net: A magnetic resonance imaging restoration network with global-local mamba.

In clinical practice, magnetic resonance imaging is essential for disease diagnosis and evaluation, ...

Nov 2025 41271086
Optimizing knee MRI: 3D proton density turbo spin echo nDixon sequence vs. 2D high-resolution turbo spin echo in half the acquisition time.

OBJECTIVES: The objective of this study was to evaluate the use of a single proton density (PD) new ...

Nov 2025 41285050
Rapid MR examination with deep learning reconstruction improves diagnosis of complicated acute appendicitis.

OBJECTIVE: To evaluate the performance of a non-contrast rapid magnetic resonance imaging (MRI) prot...

Nov 2025 41289720
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