Radiology

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

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Lightweight Transfer Learning Models for Multi-Class Brain Tumor Classification: Glioma, Meningioma, Pituitary Tumors, and No Tumor MRI Screening.

Glioma, pituitary tumors, and meningiomas constitute the major types of primary brain tumors. The ch...

Sep 2025 40973910
Optimising Generalisable Deep Learning Models for CT Coronary Segmentation: A Multifactorial Evaluation.

Coronary artery disease (CAD) remains a leading cause of morbidity and mortality worldwide, with inc...

Sep 2025 40968338
Dose Reduction in 4-Dimensional Computed Tomography Imaging: Breathing Signal-Guided Deep Learning-Driven Data Acquisition.

PURPOSE: Four-dimensional computed tomography (4D CT) imaging is essential for radiation therapy pla...

Sep 2025 40975131
Decision Strategies in AI-Based Ensemble Models in Opportunistic Alzheimer's Detection from Structural MRI.

Alzheimer's disease (AD) is a neurodegenerative condition and the most common form of dementia. Rece...

Sep 2025 40963032
Current State-of-the-Art 3D MRI Sequences for Assessing Bone Morphology with Emphasis on Cranial and Spinal Imaging: A Narrative Review.

Traditionally, CT has been the go-to method for visualizing bone structures, while MRI has been pref...

Sep 2025 40962128
Artificial intelligence-assisted PET imaging for predicting neoadjuvant chemotherapy response in breast cancer: a systematic review and meta-analysis.

PURPOSE: This study aims to evaluate the performance of artificial intelligence (AI)-assisted PET im...

Sep 2025 40960690
Concurrent AI assistance with LI-RADS classification for contrast enhanced MRI of focal hepatic nodules: a multi-reader, multi-case study.

PURPOSE: The Liver Imaging Reporting and Data System (LI-RADS) assessment is subject to inter-reader...

Sep 2025 40956310
Data fusion of medical imaging in neurological disorders.

Medical imaging plays a crucial role in the accurate diagnosis and prognosis of various medical cond...

Sep 2025 40966769
Cutting-edge nanobiosensors: Revolutionizing cancer diagnosis and enabling precision medicine.

Integrating nanotechnology and artificial intelligence (AI) revolutionizes cancer diagnostics, prope...

Sep 2025 40962167
Harnessing Artificial Intelligence for Shoulder Ultrasonography: A Narrative Review.

Shoulder pain is a common musculoskeletal complaint requiring accurate imaging for diagnosis and man...

Sep 2025 40940587
Ex vivo human brain volumetry: Validation of MRI measurements.

PURPOSE: The volume of in vivo human brains is determined with various MRI measurement tools that ha...

Sep 2025 40937565
U-ConvNext: A Robust Approach to Glioma Segmentation in Intraoperative Ultrasound.

Intraoperative tumor imaging is critical to achieving maximal safe resection during neurosurgery, es...

Sep 2025 40936019
Training With Local Data Remains Important for Deep Learning MRI Prostate Cancer Detection.

OBJECTIVES: Domain shift has been shown to have a major detrimental effect on AI model performance h...

Sep 2025 40936310
Artificial intelligence in gastric cancer: a systematic review of machine learning and deep learning applications.

BACKGROUND: Gastric cancer (GC) remains a major global health concern, ranking as the fifth most pre...

Sep 2025 40932499
Radiology report generation via visual-semantic ambivalence-aware network and focal self-critical sequence training.

Radiology report generation, which aims to provide accurate descriptions of both normal and abnormal...

Sep 2025 40972111
Deep-Learning System for Automatic Measurement of the Femorotibial Rotational Angle on Lower-Extremity Computed Tomography.

To develop and validate a deep-learning-based algorithm for automatic identification of anatomical l...

Sep 2025 40931246
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