Radiology

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

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Deep Learning Identified Extra-Prostatic Extension and Seminal Vesicle Invasion as an MRI Biomarker for Prostate Cancer Outcomes

Current risk stratification methods for localized prostate cancer (PCa) are reliant on clinical and ...

Predicting ADC Map Quality from T2-Weighted MRI: A Deep Learning Approach for Early Quality Assessment to Assist Point-of-Care

Poor quality prostate MRI images, especially ADC maps, can lead to missed lesions and unnecessary re...

Neuroprognostication via Spatially-Informed Machine Learning Following Hypoxic-Ischemic Injury

Can machine learning be used to reliably and accurately predict 18-month developmental outcomes from...

Few-Shot Learning for Prostate Cancer Detection on MRI: Comparative Analysis with Radiologists’ Performance

Deep-learning models for prostate cancer detection often require large datasets, which can be challe...

Integrating Multidimensional Data Analytics for Precision Diagnosis of Chronic Low Back Pain

Low back pain (LBP) is a leading cause of disability worldwide, with up to 25% of cases become chron...

A Lung CT Foundation Model Facilitating Disease Diagnosis and Medical Imaging

The concomitant development and evolution of lung computed tomography (CT) and artificial intelligen...

Artificial Intelligence Generated Computed Tomography Segmentation of Thoracoabdominal Aorta

The rising global burden of cardiovascular diseases (CV) highlights the critical need for efficiency...

Value of chest Computed Tomography imaging radiomics features in predicting breast density classification

To explore the correlation between the radiomic characteristics derived from chest CT scan imaging a...

Automatic segmentation of spinal cord lesions in MS: A robust tool for axial T2-weighted MRI scans

Deep learning models have achieved remarkable success in segmenting brain white matter lesions in mu...

Brain Age: A Promising Biomarker for Understanding Aging in the Context of Cognitive Reserve

Cognitive decline is a major concern in aging populations. Detecting it before clinical symptoms eme...

Artificial Intelligence in Pancreatic Intraductal Papillary Mucinous Neoplasm Imaging: A Systematic Review

Based on the Fukuoka and Kyoto international consensus guidelines, the current clinical management o...

WHITE-Net : White matter HyperIntensities Tissue Extraction using deep learning Network

Given the high prevalence of aging-associated cerebral small vessel disease in the general populatio...

Six-Minute Knee MRI: A Comparison of Novel Approaches for Accelerated Imaging

Accelerated knee MRI protocols using deep learning (DL)-based reconstruction, 3D acquisitions, and p...

Multi-contrast machine learning improves schistosomiasis diagnostic performance

Schistosomiasis currently affects over 250 million people and remains a public health burden despite...

Enhancing Diagnostic Precision in Thyroid Nodule Classification: A Deep Learning Approach to Automated Ultrasound Image Analysis

Escalating thyroid nodule prevalence necessitates precise ultrasonographic diagnosis, which is const...

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