Radiology

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

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A comparative evaluation of brain MRI modalities, modality-specific measures, brain regions, and cognitive tests for brain age prediction.

Brain age estimation using machine learning has gained significant attention as a promising approach...

Jul 2026 42455398
MLPET: a localized neural network approach for probabilistic post-reconstruction PET image analysis using informed priors.

PURPOSE: PET images often make small lesions difficult to identify because of noise and system blur....

(3)
Jul 2026 42455403
EMBC Special Issue: Optimized Multi-Contrast Self-Supervised MRI Reconstruction using Learned k-space Partitioning.

OBJECTIVE: Deep Learning has shown promise in accelerating MRI by reconstructing high-quality images...

Jul 2026 42455726
Precision-Driven Management of Great Saphenous Varicose Veins: A Narrative Review.

OBJECTIVES: Great saphenous vein (GSV) incompetence is common, but numerous treatment options compli...

(1)
Jul 2026 42456969
Automated MRI Liver Segmentation For Accurate Quantification Of Hepatic Steatosis.

RATIONALE AND OBJECTIVES: MRI-proton density fat fraction (MRI-PDFF) is widely applied in clinical p...

Jul 2026 42457498
Cet.CT-Bank: A Postmortem Computed Tomography Imaging Data of Stranded Cetaceans from the Canary Islands.

Post-mortem computed tomography (PMCT) has become an increasingly important tool in cetacean strandi...

Jul 2026 42457738
Association between first-trimester chorionic bump and early pregnancy loss: a two-center retrospective study with exploratory radiomics analysis.

INTRODUCTION: The chorionic bump (CB) is a rare sonographic finding defined as an irregular protrusi...

Jul 2026 42458276
A deep learning-based study on automated CT diagnosis of kidney stones, hydronephrosis and pyonephrosis.

Automated identification of urinary system diseases on non-contrast computed tomography (NCCT) can f...

Jul 2026 42458312
Deep progressive learning reconstruction for fast and low-dose whole-body PET scans in an integrated PET/MR system.

BACKGROUND: PET/MR combines molecular and functional imaging but faces challenges such as prolonged ...

(1)
Jul 2026 42458316
MRI-based radiomics interpretable model predicts microsatellite instability status in endometrioid adenocarcinoma.

OBJECTIVE: To develop and validate a multiparametric MRI-based radiomics model for noninvasive preop...

Jul 2026 42449254
Artificial intelligence-based ultrasound diagnosis of Hashimoto's thyroiditis: a systematic review and meta-analysis.

BACKGROUND: Hashimoto's thyroiditis (HT) is the most common autoimmune thyroid disorder, often diagn...

(1)
Jul 2026 42443968
Maintaining SUV accuracy in low-count PET with PETfectior: a deep learning denoising solution.

The diagnostic image quality of positron emission tomography (PET) acquisitions strongly depends on ...

(1)
Jul 2026 42444561
Data-efficient Neuroradiology MRI Imaging Protocol Prediction Using Open-weights Large Language Models.

PURPOSE: To evaluate the feasibility of a locally deployable large language model (LLM) system for a...

Jul 2026 42446636
Deep learning for developmental dysplasia of the hip: comparative classification strategies for ultrasound imaging with heterogeneous image quality.

Computer-assisted diagnostic tools may help improve the consistency and reliability of ultrasonograp...

Jul 2026 42446839
Time, Tissue, and Team: Reframing Transbronchial Biopsy in Lung Transplantation as an Integrated Diagnostic System.

Despite remarkable advances in transplant pathology, molecular diagnostics, imaging, and biomarker d...

Jul 2026 42448010
Explainable Machine-learning Model Based on Multimodal Ultrasound for Non-invasive Detection of Early Renal Fibrosis: A Multicenter Study.

RATIONALE AND OBJECTIVES: To develop and validate an interpretable, multimodal, ultrasound-based mac...

Jul 2026 42448485
ERDES: A Benchmark Video Dataset for Retinal Detachment and Macular Status Classification in Ocular Ultrasound.

Retinal detachment (RD) is a vision-threatening condition that requires prompt intervention to prese...

Jul 2026 42448716
Beyond bias: using AI to reduce diagnostic noise and manage novelty in clinical reasoning.

OBJECTIVES: This study examines AI's capacity to mitigate noise-related diagnostic errors, evaluates...

Jul 2026 42438138
AI-based organ weight estimation from postmortem computed tomography.

Accurate organ weight determination is essential in forensic autopsy. Postmortem computed tomography...

(1)
Jul 2026 42443313
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