Radiology

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

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Ultrasound-Mediated Thrombolysis: From Mechanistic Insights to Advanced Nanoplatforms and Clinical Translation.

Although pharmacological thrombolysis and mechanical thrombectomy are standard treatments for thromb...

May 2026 42216426
Deep Learning-Based Diagnosis of Parotid Gland Tumors on CT Images: A Multi-view Approach for Preoperative Differentiation of Benign and Malignant Lesions.

BACKGROUND: Accurate preoperative differentiation between benign and malignant parotid gland tumors ...

May 2026 42217825
Synchrotron-Based Deep Learning Network of the Inner Ear: Development and Expert Validation.

OBJECTIVE: To develop and externally validate a deep learning segmentation network capable of automa...

May 2026 42212468
Evaluating cognitive biases in AI-assisted mammography interpretation: a simulation reader study of explainable AI across radiologist experience levels.

OBJECTIVES: To evaluate the impact of automation and anchoring bias in artificial intelligence (AI)-...

May 2026 42213113
Validation of an automated AI-based micro-CT organ segmentation workflow against expert annotations and its impact on fluorescence quantification.

OBJECTIVE: Automated, artificial intelligence (AI)-based, organ segmentation has the potential to st...

May 2026 42213317
Beyond Correlation: Causal Intervention for Multi-Label Medical Image Diagnosis.

This paper addresses the challenge of multi-disease diagnosis by integrating causal reasoning into t...

May 2026 42213561
Geometry aware neural radiance fields for freehand ultrasound reconstruction.

Reconstructing 3D volumes from 2D freehand ultrasound (US) is a challenging task. During reconstruct...

May 2026 42214381
Enhancing brain tumor classification with a simplified CNN through hyperparameter optimization.

Brain tumors remain a major public health challenge because of their high mortality rate and the nee...

(1)
May 2026 42214387
MSML-DenseXmer: harnessing vision transformers through integration with novel dense networks for medical image fusion.

The integration of multiple modalities in medical imaging allows a thorough representation of struct...

May 2026 42215519
VeNet: a lightweight neural network for efficient brain vessel segmentation in endovascular robotic surgery.

Telesurgery integrates artificial intelligence (AI), robotic systems, sensing technologies, and wire...

May 2026 42215575
Autism spectrum disorder identification using machine learning models on MRI data.

Autism Spectrum Disorder (ASD) is a neurodevelopmental condition that affects sensory processing, sp...

May 2026 42215668
MSTM-Net: a two-stage prostate cancer segmentation network based on swin-transformer-mamba architecture.

BACKGROUND: Magnetic resonance imaging (MRI) has become a core imaging modality for prostate cancer ...

May 2026 42215932
A survey of deep learning techniques in detecting neurological disorders using MRI.

Magnetic resonance imaging (MRI) is widely regarded as the most reliable non-invasive imaging modali...

May 2026 42216001
Machine learning models based on magnetic resonance imaging for predicting Lymphovascular Invasion in Invasive Breast Cancer.

OBJECTIVES: Treatment strategies for invasive breast cancer require accurate lymphovascular invasion...

May 2026 42213726
Intelligent documentation in medical education: can AI replace manual case logging?

OBJECTIVE: This study investigates the feasibility of using large language models (LLMs) to automate...

May 2026 42220338
Artificial Intelligence in Image-Based Cardiovascular Disease Analysis.

Recent advancements in artificial intelligence (AI) have significantly influenced the field of cardi...

(1)
May 2026 42207939
Deep Learning-Accelerated 3D FLAIR Enables Reliable MS Lesion Detection.

BACKGROUND AND PURPOSE: Deep learning-based reconstruction has the potential to shorten MRI acquisit...

May 2026 42209146
CAHA-Net: A novel MR image classification model based on DenseNet incorporating coordinate attention and hybrid augmentation.

Traditional diagnostic approaches are time-consuming and labor-intensive, and the field currently la...

May 2026 42209768
Uncertainty-Aware Super-Resolution for Mammography Phantoms using a Dropout-Enabled SwinIR.

This study was aimed at presenting a framework integrating uncertainty quantification into the SwinI...

May 2026 42209814
OpenRad: a curated repository of open-access AI models for radiology.

OBJECTIVES: To create and evaluate OpenRad ( https://konstvr.github.io/OpenRad/index.html ), a curat...

May 2026 42209829
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