Radiology

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

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Advances in photoacoustic imaging reconstruction and quantitative analysis for biomedical applications.

Photoacoustic imaging (PAI), a modality that combines the high contrast of optical imaging with the ...

Feb 2026 41620547
Automatic lymphedema segmentation in T2-STIR MRI using an unsupervised clustering method.

PURPOSE: To develop and evaluate an unsupervised artificial intelligence (AI)-based method for the a...

Feb 2026 41621044
Deep learning for high-resolution magnetic resonance vessel wall imaging: image reconstruction, stenosis diagnosis and plaque calculation.

OBJECTIVES: This study developed an automated AI-based method for accurate image reconstruction, ste...

Jan 2026 41619006
Performance of an adult-trained AI tool for intracranial hemorrhage detection on head CT in children aged 6-17 years.

BACKGROUND: Most commercially available artificial intelligence (AI) tools in radiology are trained ...

Jan 2026 41619014
An Optimized Strategy for Brain Tumor Classification Using SO(3) Equivariant Graph Neural Networks with Snow Geese Algorithm in MRI Imaging.

Brain tumors (BT) are actually an uncontrolled growth of cancer cells inside the body that can be cl...

Jan 2026 41619040
Scanner-integrated reconstruction versus post-processing deep learning for low-count 18F-FDG PET/CT: a comparative clinical evaluation.

OBJECTIVES: To compare two deep learning (DL) approaches for low-count PET/CT: deep progressive reco...

Jan 2026 41619102
Diagnostic accuracy of artificial intelligence models for temporomandibular joint anomalies on MRI: a systematic review and meta-analysis.

BACKGROUND: Artificial intelligence (AI) techniques are increasingly applied to magnetic resonance i...

Jan 2026 41620618
Functional and Structural Evidence of Neurofluid Circuit Aberrations in Huntington Disease.

OBJECTIVE: Disrupted neurofluid regulation may contribute to neurodegeneration in Huntington disease...

Jan 2026 41620818
Diagnostic performance of AI-assisted intraoperative imaging for parathyroid identification: a systematic review.

BACKGROUND: Intra-operative identification of parathyroid glands might be technically challenging an...

Jan 2026 41650512
Ultrasound-guided sound speed correction for photoacoustic computed tomography.

Photoacoustic computed tomography (PACT) reconstructs high-resolution images of various chromophores...

Jan 2026 41685117
Development of a quantitative multiparametric ultrasound and deep learning classifier for the detection of prostate cancer.

OBJECTIVES: Prostate cancer (PCa) diagnosis is increasingly guided by imaging, with ultrasound (US) ...

Jan 2026 41612079
A New Insight into Imaging Diagnosis of Otosclerosis Enhanced by Machine Learning and Radiomics.

Otosclerosis is a disease affecting the middle and inner ear, characterized by abnormal bone remodel...

Jan 2026 41615634
DOSTA-Net: Domain-Shuffle Temporal Attention Network for Vessel Extraction in X-Ray Coronary Angiography Using Synthetic Data.

Artery extraction from X-ray coronary angiography (XCA) images is essential for the accurate diagnos...

Jan 2026 41615973
Incorporating artificial intelligence into imaging for surveillance and diagnosis of liver cancer: Innovations, challenges, and clinical translation.

Primary liver cancer, mainly hepatocellular carcinoma and intrahepatic cholangiocarcinoma, remains a...

Jan 2026 41616271
Clinical Validation of Deep Learning-Accelerated versus Wave-CAIPI Postcontrast 3D T1-MPRAGE for Evaluation of Intracranial Enhancing Lesions.

BACKGROUND AND PURPOSE: Deep learning (DL) reconstruction methods have shown promise in accelerating...

Jan 2026 41617400
Alzheimer's disease diagnosis support for brain perfusion SPECT scans in a real-world clinical cohort.

BackgroundDementia diagnosis is challenging and often delayed. Brain imaging techniques such as sing...

Jan 2026 41617635
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