Radiology

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

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In Vivo Assessment of Placental Structure and Perfusion in Late-Gestation Pregnancies and Their Association With Fetal Growth.

Adequate placental structure and function are crucial for fetal growth, while placental dysfunction ...

Aug 2026 42387322
Multiscale frequency attention transformer for resolution enhancement in magnetic particle imaging.

BACKGROUND: Magnetic particle imaging (MPI) is an emerging functional imaging modality that enables ...

Aug 2026 42482365
A modality-agnostic coronary artery habitat model for cardiac sparing in radiotherapy.

BACKGROUND: Emerging evidence suggests that the risk of cardiotoxicity increases with increased radi...

(1)
Aug 2026 42482440
CDMAM phantom for Image Quality Assessment and Quality Control in digital mammography: A narrative review.

PURPOSE: The CDMAM (Contrast Detail Mammography) phantom is widely used in European mammography qual...

Aug 2026 42482613
A projection-domain deep learning approach for respiratory motion correction of myocardial perfusion imaging using a multi-pinhole solid-state SPECT.

BACKGROUND: Myocardial perfusion imagining (MPI) is a nuclear medicine technique used in the assessm...

(1)
Aug 2026 42482638
A stacking based deep learning framework integrating random search neural architecture search for meniscus tear diagnosis.

BACKGROUND: Accurate and rapid diagnosis of meniscal tears is crucial for effective management of sp...

Aug 2026 42483770
Classification of tau status with machine learning models in amyloid-positive cohorts.

INTRODUCTION: Although tau positron emission tomography (PET) imaging is effective for staging tau p...

(1)
Aug 2026 42533677
Artificial Intelligence in Food-Nutrition-Health Research: From Multimodal Data Integration to Precision Intervention.

Artificial intelligence (AI) is transforming food-nutrition-health research by enabling pattern reco...

(1)
Aug 2026 42535509
RECENet: A Dual-Stream Contrast-Aware Attention Network With Bidirectional Pyramid Consistency for CEST Image Registration.

PURPOSE: To develop and evaluate a deep learning framework for deformable registration of CEST MRI t...

Jul 2026 42535786
Artificial intelligence in retinal imaging for early Alzheimer's disease detection: A review.

BackgroundAlzheimer's disease (AD) is a progressive neurodegenerative disorder that necessitates ear...

Jul 2026 42536022
Predicting stroke risk using retinal imaging with artificial intelligence: a scoping review of current evidence.

BACKGROUND: Stroke remains a leading cause of mortality and long-term disability worldwide, while cu...

Jul 2026 42536191
Diagnostic accuracy of image-based deep learning for glaucomatous optic neuropathy detection: a systematic review and meta-analysis.

BACKGROUND: Several studies have explored the use of deep learning (DL) algorithms based on fundus p...

(1)
Jul 2026 42536192
Toward a Structured Imaging Reporting System for Kidney Masses: The Molecular Imaging Perspective on KI-RADS.

Recently, a structured approach to renal mass characterization known as the Kidney Imaging Reporting...

Jul 2026 42536267
Multimodal Management of Pain in Oral Squamous Cell Carcinoma: A Mechanism-Based Approach.

PURPOSE OF REVIEW: Oral squamous cell carcinoma (OSCC) is frequently associated with severe nocicept...

(1)
Jul 2026 42536272
Deep learning-based detection of acute pancreatitis on abdominal contrast-enhanced CT.

OBJECTIVE: We developed and evaluated a deep learning (DL) model for image-based detection of acute ...

(3)
Jul 2026 42536294
Radiomics and machine learning analysis of ultrasound images in Bethesda IV thyroid nodules: a retrospective monocentric study.

Bethesda IV thyroid nodules remain a major diagnostic challenge because cytology cannot reliably dis...

(2)
Jul 2026 42536308
Differential performance of statistical versus machine learning methods in partial volume correction in oncologic F18-FDG PET/CT scanning.

Partial volume effects (PVE) in positron emission tomography (PET) imaging introduce quantification ...

(1)
Jul 2026 42536328
Reconsidering Fibrinolysis in Selected Patients with Non-ST-Elevation Acute Coronary Syndrome: A Hypothesis-Generating, Research-Based Framework.

For decades, the use of fibrinolytic agents in patients with non-ST-elevation acute coronary syndrom...

(2)
Jul 2026 42537766
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