Radiology

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

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Swin UNETR-based prediction of [68Ga]Ga-FAPI-46 PET/CT dose rate maps in cancer patients: quantitative comparison with [18F]FDG PET/CT.

BACKGROUND: Fibroblast activation protein (FAP) is a promising theranostic target due to its high st...

Jun 2026 42271267
Masked autoencoder pretraining for peripheral nerve segmentation in ultrasound images.

Despite recent advances in medical image segmentation, deep learning applications in musculoskeletal...

Jun 2026 42265235
Development and evaluation of deep learning models for automatic coronary stenosis segmentation in X-ray angiography.

Accurate segmentation of stenosis in X-ray angiography (XRA) images is crucial for the objective ass...

Jun 2026 42267919
Exploring artificial intelligence in point-of-care and standard breast ultrasound: a paired reader study.

BackgroundBreast cancer diagnoses are limited in low- and middle-income settings due to lack of medi...

Jun 2026 42267925
Evaluation of standardized DICOM labels assigned by a hybrid AI tool and its impact on radiologists' reading times.

OBJECTIVES: Medical artificial intelligence (AI) tools are increasingly used to manage the growing i...

Jun 2026 42268302
Diagnostic accuracy of an artificial intelligence-based breast ultrasound tool in pregnant and lactating patients.

OBJECTIVES: To assess the diagnostic performance of an artificial intelligence (AI)-based decision s...

Jun 2026 42268305
Identifing two distinct cortical progression subtypes of Parkinson's disease through multimodal neuroimaging.

PURPOSE: To investigate whether distinct patterns of cortical involvement exist in Parkinson's disea...

(1)
Jun 2026 42268403
Performance evaluation of deep learning based YOLOv5 and YOLOv8 models for real time breast cancer detection in mammographic images.

Breast cancer detection remains a significant challenge in medical diagnostics. Traditional diagnost...

Jun 2026 42268482
Supervised autoencoder for gradient and BCG artifact removal in EEG during simultaneous EEG-fMRI.

Simultaneous electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) provide c...

Jun 2026 42270024
Prospective validation of an AI algorithm to identify adult-onset type 1 diabetes misclassification: protocol for a non-interventional multicentre study.

INTRODUCTION: Adult-onset type 1 diabetes (T1D) is often misclassified as type 2 diabetes (T2D), res...

(1)
Jun 2026 42270100
QSM vs dopamine transporter PET: χ+ Mapping Shows Stronger Longitudinal Associations with Nigral Degeneration than Conventional QSM in Parkinson's Disease.

BACKGROUND: Iron accumulation in the substantia nigra (SN) is a hallmark of Parkinson's disease (PD)...

(1)
Jun 2026 42270358
Quantification of Histotripsy Dosage Using Machine Learning-Enhanced Ultrasound Imaging Analysis: Correlation with Histological Outcomes.

RATIONALE AND OBJECTIVES: Histotripsy is a noninvasive ultrasound therapy that mechanically disrupts...

Jun 2026 42270524
Hybrid vision transformer and ensemble machine learning framework for automated atherosclerotic plaque classification in intravascular ultrasound imaging.

Atherosclerotic plaque classification in intravascular ultrasound (IVUS) imaging is crucial for card...

Jun 2026 42270685
AI-assisted extraction of opportunistic findings from oncologic CT reports using large language models.

Opportunistic findings at imaging (iOFs), such as osteoporosis, liver steatosis, or coronary artery ...

(4)
Jun 2026 42270758
Multi-scale feature integration with enhanced cytomorph for high-accuracy cervical cytology classification.

Accurate classification of cervical cytology images plays a crucial role in early detection and prev...

Jun 2026 42268916
Advances in Ultrasound-Guided Fascial Plane Blocks for Perioperative Acute Pain Management.

INTRODUCTION: Perioperative acute pain remains a major challenge because conventional analgesic stra...

(2)
Jun 2026 42262005
A Multimodal Explainable AI Framework for Early Detection of Alzheimer's Disease Using MRI, PET, and Clinical Assessments.

Early and accurate detection of Alzheimer's disease (AD), especially at the Mild Cognitive Impairmen...

Jun 2026 42264413
Dynamic Contrast-Enhanced pituitary MRI with higher temporal resolution using deep learning Reconstruction: A feasibility study.

OBJECTIVE: To assess the image quality and diagnostic performance of pituitary MRI with higher tempo...

Jun 2026 42275855
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