Radiology

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

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Machine Learning-Based Synthetic Computed Tomography Derived From Temporal Bone Magnetic Resonance Imaging.

IMPORTANCE: For diagnostics and presurgical planning in otology, both magnetic resonance imaging (MR...

Apr 2026 41989813
Automated deep learning for real-time focal liver lesions detection in ultrasound videos a multicenter study.

Early detection of focal liver lesions (FLLs) is crucial for clinical practice, but ultrasound perfo...

Apr 2026 41991627
A vision-language foundation model improves preoperative diagnosis of follicular thyroid neoplasms using ultrasound images.

Preoperative discrimination between follicular thyroid carcinoma (FTC) and follicular thyroid adenom...

Apr 2026 41991963
Automated detection of superior mesenteric artery occlusion on post-contrast CT Using a 3D deep learning model.

PURPOSE: To develop and evaluate a 3D deep learning model for detecting superior mesenteric artery o...

Apr 2026 42013611
Diagnostic performance of deep learning models on ultrasound images for distinguishing benign from malignant ovarian cysts.

BACKGROUND: Ovarian cysts are a common pelvic disorder in women, and accurate differentiation betwee...

Apr 2026 41987029
Magnetic resonance imaging-based radiomics of mesorectum for predicting extramural venous invasion in patients with rectal cancer: a bi-centric study.

OBJECTIVES: To develop and validate a magnetic resonance imaging (MRI)-based radiomics model of the ...

Apr 2026 41987267
Decoupling Visual Parsing and Diagnostic Reasoning for Vision-Language Models (GPT-4o and GPT-5): Analysis Using Thoracic Imaging Quiz Cases.

BACKGROUND. Vision-language models (VLMs) have potential to identify findings on radiologic imaging ...

Apr 2026 41370655
Integrating Machine Learning Tools in Protein Design: A Case of MHETase Engineering for PET Biodeconstruction.

The integration of machine learning tools into protein engineering offers substantial promise, yet l...

Apr 2026 41983560
Commercial AI Model Diagnostic Accuracy for Intracranial Large- and Medium-Vessel Occlusion in Emergency CT Angiography.

The diagnostic accuracy of AIDOC-VO, the first commercial artificial intelligence tool for intracran...

Apr 2026 41983922
Interpretable deep learning reveals spatiotemporal MRI features of brain aging that align with neurodegeneration.

Cortical thinning and atrophy are hallmarks of brain aging that have been characterized using magnet...

Apr 2026 41984127
Application of artificial intelligence on magnetocardiology.

Early diagnosis and localization of the ischemic region are critical for effective treatment of isch...

Apr 2026 41984147
Ethical and Legal Concerns of Deepfake Technology in Biomedical Imaging: A Comprehensive Survey.

Deepfakes have posed severe challenges to healthcare systems as fake medical images and videos can b...

Apr 2026 41984396
HP-DIL: Deep heterogeneity profiling with graph-informed disentangled interaction learning for MRI-based liver fibrosis staging.

Liver fibrosis staging (LFS) informs treatment decisions and prognostic assessment in liver disease....

Apr 2026 41984611
BLADE: Breast Lesion Analysis with Domain Expertise for DCE-MRI Diagnosis.

Dynamic Contrast-Enhanced Magnetic Reso nance Imaging (DCE-MRI) is pivotal in breast cancer diag nos...

Apr 2026 41984614
Deep Learning-Based Contrast-Enhanced Ultrasound for Ki-67 Assessment and Prognosis in Hepatocellular Carcinoma.

Ki-67 is a critical prognostic marker for hepatocellular carcinoma (HCC), yet its clinical assessmen...

Apr 2026 41985477
Integrating AI-assisted image enhancement with physics-based synthesis of low-field MRI from high-field MRI.

OBJECTIVE: Low-field magnetic resonance imaging (MRI) offers distinct advantages in terms of afforda...

Apr 2026 41985534
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