Radiology

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

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Ultrasound-based machine learning model to predict the risk of endometrial cancer among postmenopausal women.

BACKGROUND: Current ultrasound-based screening for endometrial cancer (EC) primarily relies on endom...

Jul 2025 40597002
Attention-driven hybrid deep learning and SVM model for early Alzheimer's diagnosis using neuroimaging fusion.

Alzheimer's Disease (AD) poses a significant global health challenge, necessitating early and accura...

Jul 2025 40597079
Advancements in the application of MRI radiomics in meningioma.

Meningiomas are among the most common intracranial tumors, and challenges still remain in terms of t...

Jul 2025 40598267
MRI's evolving role in rectal cancer in the era of personalized medicine.

Recent decades have seen great advances in the diagnosis and management of rectal cancer, and magnet...

Jun 2025 40586896
Thoracic staging of lung cancers by FDG-PET/CT: impact of artificial intelligence on the detection of associated pulmonary nodules.

This study focuses on automating the classification of certain thoracic lung cancer stages in 3D FDG...

Jun 2025 40586996
Bidirectional Prototype-Guided Consistency Constraint for Semi-Supervised Fetal Ultrasound Image Segmentation.

Fetal ultrasound (US) image segmentation plays an important role in fetal development assessment, ma...

Jun 2025 40587357
An FDG-PET-Based Machine Learning Framework to Support Neurologic Decision-Making in Alzheimer Disease and Related Disorders.

BACKGROUND AND OBJECTIVES: Distinguishing neurodegenerative diseases is a challenging task requiring...

Jun 2025 40577677
Advances in Breast Cancer Detection: Biomarkers, Mechanisms, and Biosensor Technologies.

Breast cancer (BC), the most common cancer in women, remains a global health concern. According to t...

Jun 2025 40576081
Improving radiology reporting accuracy: use of GPT-4 to reduce errors in reports.

PURPOSE: Radiology reports are essential for communicating imaging findings to guide diagnosis and t...

Jun 2025 40576664
Artificial intelligence in coronary CT angiography: transforming the diagnosis and risk stratification of atherosclerosis.

Coronary CT Angiography (CCTA) is essential for assessing atherosclerosis and coronary artery diseas...

Jun 2025 40576859
Catheter detection and segmentation in X-ray images via multi-task learning.

PURPOSE: Automated detection and segmentation of surgical devices, such as catheters or wires, in X-...

Jun 2025 40576920
Deep Learning-Based Prediction of PET Amyloid Status Using MRI.

BACKGROUND AND PURPOSE: Identifying amyloid-beta (Aβ)-positive patients is essential for Alzheimer's...

Jun 2025 40579043
Constructing high-quality enhanced 4D-MRI with personalized modeling for liver cancer radiotherapy.

BACKGROUND: For magnetic resonance imaging (MRI), a short acquisition time and good image quality ar...

Jun 2025 40578043
Deep Learning MRI Models for the Differential Diagnosis of Tumefactive Demyelination versus Wild-Type Glioblastoma.

BACKGROUND AND PURPOSE: Diagnosis of tumefactive demyelination can be challenging. The diagnosis of ...

Jun 2025 39788628
Semi-automatic segmentation of elongated interventional instruments for online calibration of C-arm imaging system.

PURPOSE: The C-arm biplane imaging system, designed for cerebral angiography, detects pathologies li...

Jun 2025 40569316
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