Radiology

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

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Assessing fetal lung maturity: Integration of ultrasound radiomics and deep learning.

This study built a model to forecast the maturity of lungs by blending radiomics and deep learning m...

May 2025 40387939
Exploiting network optimization stability for enhanced PET image denoising using deep image prior.

. Positron emission tomography (PET) is affected by statistical noise due to constraints on tracer d...

May 2025 40341245
Photon-counting CT in cancer radiotherapy: technological advances and clinical benefits.

Photon-counting computed tomography (PCCT) marks a significant advancement over conventional Energy-...

May 2025 40328288
Computer-aided assessment for enlarged fetal heart with deep learning model.

Enlarged fetal heart conditions may indicate congenital heart diseases or other complications, makin...

May 2025 40343273
Multi-contrast laser endoscopy for in vivo gastrointestinal imaging

White light endoscopy is the clinical gold standard for detecting diseases in the gastrointestinal...

Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation

Medical image segmentation models are often trained on curated datasets, leading to performance de...

Does Whole Brain Radiomics on Multimodal Neuroimaging Make Sense in Neuro-Oncology? A Proof of Concept Study.

Employing a whole-brain (WB) mask as a region of interest for extracting radiomic features is a feas...

May 2025 40380513
Private Data Incrementalization: Data-Centric Model Development for Clinical Liver Segmentation.

Machine Learning models, more specifically Artificial Neural Networks, are transforming medical imag...

May 2025 40428149
Next-Level Prediction of Structural Progression in Knee Osteoarthritis: A Perspective.

Osteoarthritis (OA) is a prevalent and disabling chronic disease, with knee OA being the most common...

May 2025 40429891
Boosting Immunity Through Nutrition and Gut Health: A Narrative Review on Managing Allergies and Multimorbidity.

The increasing global burden of allergic diseases and multimorbidity underscores the urgent need for...

May 2025 40431425
Integrating ultrasound and serum indicators for evaluating outcomes of targeted immunotherapy in advanced liver cancer.

BACKGROUND: Hepatocellular carcinoma (HCC) is a major global contributor to cancer-related mortality...

May 2025 40487940
Research status and progress of deep learning in automatic esophageal cancer detection.

Esophageal cancer (EC), a common malignant tumor of the digestive tract, requires early diagnosis an...

May 2025 40487951
Validating Hierarchical Alignments of Partially Antonymous Concept Pairs in SNOMED CT.

SNOMED CT is a comprehensive controlled biomedical ontology widely used as an information exchange s...

May 2025 40380377
Transforming Healthcare: The Role of Artificial Intelligence.

The integration of artificial intelligence (AI) into healthcare is revolutionising the industry by e...

May 2025 40380728
Machine learning for grading prediction and survival analysis in high grade glioma.

We developed and validated a magnetic resonance imaging (MRI)-based radiomics model for the classifi...

May 2025 40374673
Segmentation of the thoracolumbar fascia in ultrasound imaging: a deep learning approach.

BACKGROUND: Only in recent years it has been demonstrated that the thoracolumbar fascia is involved ...

May 2025 40375198
Bias and Generalizability of Foundation Models across Datasets in Breast Mammography

Over the past decades, computer-aided diagnosis tools for breast cancer have been developed to enh...

Explainability Through Human-Centric Design for XAI in Lung Cancer Detection

Deep learning models have shown promise in lung pathology detection from chest X-rays, but widespr...

A Computational Pipeline for Advanced Analysis of 4D Flow MRI in the Left Atrium

The left atrium (LA) plays a pivotal role in modulating left ventricular filling, but our comprehe...

Meta-learning Slice-to-Volume Reconstruction in Fetal Brain MRI using Implicit Neural Representations

High-resolution slice-to-volume reconstruction (SVR) from multiple motion-corrupted low-resolution...

Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems

In imaging inverse problems, we would like to know how close the recovered image is to the true im...

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