Radiology

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

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The role of diffusion-weighted imaging in breast cancer: from diagnosis to treatment monitoring and follow-up.

Diffusion-weighted imaging (DWI) is a fundamental non-contrast sequence in multiparametric breast ma...

(1)
Sep 2026 42706947
Interpretable multimodal MRI fusion in Alzheimer's disease classification using extended parallel multilink joint ICA and 3D ResNet.

Accurate identification of Alzheimer's disease (AD) stages is important for improving clinical under...

(1)
Sep 2026 42750836
Multi-Sequence Fusion MRI Deep Learning Models for Discrimination of Recurrent Nasopharyngeal Carcinoma and Osteoradionecrosis.

OBJECTIVES: To develop a multi-sequence fusion model based on MRI images to differentiate between re...

(1)
Sep 2026 42707753
Automated Diagnosis of Infantile Skull Fractures From X-Ray Images Using an Ensemble Deep Learning Model.

BACKGROUND: To develop an artificial intelligence (AI)-assisted model for detecting skull fractures ...

(1)
Sep 2026 42708481
Disease-specific hypometabolic epicenters in dementia: Neural networks and clinical correlations.

BackgroundIn dementia, it remains unclear how the hypometabolism pattern relates to the intrinsic ne...

(1)
Sep 2026 42704090
Segmentation-guided peritumoral radiomics and machine learning for ultrasound-based classification of salivary gland tumors.

BACKGROUND: Preoperative differentiation of benign and malignant salivary gland tumors (SGTs) remain...

(1)
Sep 2026 42704231
Machine learning prediction of absorbed gamma dose rate and radiological hazard assessment at a Nigerian steel dumpsite.

Industrial dumpsites are potential hotspots of environmental radiation exposure, yet predictive asse...

(1)
Sep 2026 42704483
Diagnostic performance of radiomic features from FS-T2WI for parotid tumor classification: A comparison of deep learning and machine learning models.

Accurate discrimination of benign and malignant parotid tumors prior to surgery is of great clinical...

Sep 2026 42705054
CPU-based fast cardiac cine MRI segmentation using lightweight CNNs and knowledge distillation.

BACKGROUND: Cardiac cine MRI segmentation is essential for quantifying ventricular function, but cur...

(2)
Sep 2026 42705419
Real-Time AI-Generated Guidewire-Out-of-View Notifications in Diagnostic Cerebral Angiography: Higher Observed Rates Among Trainees.

PURPOSE: Evaluation of technical proficiency plays a critical role in ensuring the safety and effica...

Sep 2026 42706342
Cortical lesions in multiple sclerosis: 25 years of progress, remaining challenges and future directions.

Cortical lesions have evolved from a largely overlooked pathological feature to a central component ...

(1)
Sep 2026 42706420
Moderate aortic stenosis: diagnostic pitfalls and the role of multimodality imaging in risk stratification and clinical management.

BACKGROUND: Moderate aortic stenosis (AS) has traditionally been considered a transitional and relat...

(1)
Sep 2026 42702716
Accelerated Body Composition Analysis in Whole-body MRI Using CycleGAN-based T2-HASTE Synthesis From Fast Whole-body Localizers.

OBJECTIVES: To evaluate whether CycleGAN-based synthesis of T2-HASTE images from routinely acquired ...

Sep 2026 42703092
Optimizing MRI sequence selection for glioma classification: a radiomics-based analysis of WHO CNS grade, final pathological diagnosis, and IDH status.

BACKGROUND: Multi-sequence MRI protocols for glioma classification are resource-intensive, prompting...

(1)
Sep 2026 42701952
KneeFusionNet Enables Accurate and Efficient Comprehensive Detection of Knee Ligament Injuries on Magnetic Resonance Imaging: A Multicenter Validation Study.

PURPOSE: To develop and externally validate KneeFusionNet, a multimodal deep learning model for dete...

(2)
Sep 2026 42702359
Tracking the changes in longitudinal MRI-detected perivascular spaces following ischaemic stroke.

INTRODUCTION: Stroke is a leading cause of mortality and morbidity worldwide. Magnetic resonance ima...

(1)
Sep 2026 42703714
Automated fetal magnetic resonance imaging lung segmentation for rapid lung volume estimation across diverse pulmonary hypoplasia phenotypes.

BACKGROUND: Fetal magnetic resonance imaging (MRI)-derived lung volume measurements are used for pre...

Sep 2026 42700234
Artificial Intelligence-Assisted MRI and CT-Based Diagnostic Anatomical Evaluation of Experimental Rat Disease Models.

Artificial intelligence (AI) emerged as the transformative technology in biomedical imaging to impro...

(2)
Sep 2026 42700808
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