Radiology

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

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Deep learning reconstruction versus conventional parallel imaging for sagittal T2-weighted MRI in cervical cancer: a comparison of acceleration factors.

BACKGROUND: The optimal acceleration strategy for deep learning reconstruction (DLR) in cervical can...

Jul 2026 42474716
Brain Region-Centered MultiModal Hypergraph Fusion for MCI Conversion Prediction.

Alzheimer's disease (AD) is a progressive neurodegenerative disorder, with mild cognitive impairment...

(2)
Jul 2026 42475211
Artificial intelligence (AI) uses in stereotactic radiosurgery (SRS): diagnosis with brain metastasis (BM) - A systematic review.

BACKGROUND: Brain metastases (BM) are the most common intracranial tumors in adults, and stereotacti...

(1)
Jul 2026 42475791
Cardiopulmonary point-of-care ultrasound for critical care.

Point-of-care ultrasound (POCUS) has emerged as an essential bedside tool for the rapid assessment a...

(1)
Jul 2026 42476363
Multiparametric MRI Radiomics-Based Interpretable Machine Learning Model for the Prediction of Lymphovascular Space Invasion in Endometrial Cancer.

RATIONALE AND OBJECTIVES: To develop and validate a machine learning model combining multiparametric...

Jul 2026 42476832
An ROI-Guided Imaging Informatics Framework for Image-Language Differentiation of Tuberculous and Pyogenic Spondylitis on MRI.

This study aims to develop and validate an MRI-based image-language collaborative framework for diff...

Jul 2026 42477203
DIFNet: A Dual-Branch Interactive Fusion Network for Femoral Nerve Segmentation in Ultrasound Images.

Accurate femoral nerve (FN) segmentation in ultrasound images is crucial for nerve blocks but remain...

Jul 2026 42477204
Development of a Deep Learning Model for Automated Measurement of Skeletal Muscle Volume in 18F-FDG PET/CT.

To develop a deep learning-based automated trunk muscle volumetry method using whole-body CT from PE...

(1)
Jul 2026 42477208
ABUS-ResMask-Net: ABUS Lesion Classification Network Design with ResMask Module and BI-RADS Content-Awareness Auxiliary Tasks.

This study aims to develop a 2.5D deep learning model with shape and margin as auxiliary tasks to im...

(1)
Jul 2026 42477210
Combining transvaginal ultrasound radiomics with clinical-ultrasound semantic features for the identification of high-risk endometrial lesions.

OBJECTIVE: Preoperative risk stratification of high-risk endometrial lesions remains a clinical chal...

Jul 2026 42472809
IEU-Net: Sequence learning of internal texture and external morphology for sonographic kidney segmentation.

BACKGROUND AND OBJECTIVE: The global prevalence rate of chronic kidney disease (CKD) is on the rise,...

(3)
Jul 2026 42492182
Training Deep Learning Based Dynamic MR Image Reconstruction Using Synthetic Fractals.

PURPOSE: To investigate whether synthetically generated fractal data can be used to train deep learn...

Jul 2026 42473088
Deep learning-enhanced zero echo time MRI for femoral cortical bone quantification: A technical validation against CT.

This study compared quantitative measurements of femoral cortical bone between zero echo time magnet...

Jul 2026 42472589
Real-world diagnostic and management decisions in rhinology by a large language model: a retrospective study.

BACKGROUND: Large language models (LLMs) have shown promising performance in medical knowledge asses...

Jul 2026 42472948
Translational gaps and clinical readiness of artificial intelligence and multimodal imaging in breast cancer diagnostics.

BACKGROUND: A persistent translational gap separates the high research-benchmark performance of arti...

(6)
Jul 2026 42471504
PatientSpace: A multimodal graph-based latent representation framework for modeling neurodegenerative disease heterogeneity.

Neurodegenerative diseases such as Alzheimer's disease (AD) and frontotemporal dementia (FTD) exhibi...

Jul 2026 42471130
WFUMB Liver Ultrasound Fusion Imaging Technical Review and Position Statement: Focus on CT/MRI-Based Fusion.

OBJECTIVE: Ultrasound fusion imaging is a hybrid technique that combines real-time ultrasonography (...

(2)
Jul 2026 42471281
Diagnostic performance of an artificial intelligence algorithm for detecting pneumoperitoneum on abdominal CT scans.

OBJECTIVES: This study aims to evaluate the diagnostic performance of an artificial intelligence (AI...

(2)
Jul 2026 42471462
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