Radiology

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

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A systematic review on deep learning-enabled coronary CT angiography for plaque and stenosis quantification and cardiac risk prediction.

BACKGROUND: Coronary artery disease (CAD) is a major worldwide health concern, contributing signific...

May 2025 40453037
Development and Evaluation of Automated Artificial Intelligence-Based Brain Tumor Response Assessment in Patients with Glioblastoma.

This project aimed to develop and evaluate an automated, AI-based, volumetric brain tumor MRI respon...

May 2025 39542725
Spatiotemporal Implicit Neural Representation for Unsupervised Dynamic MRI Reconstruction.

Supervised Deep-Learning (DL)-based reconstruction algorithms have shown state-of-the-art results fo...

May 2025 40030861
Deep learning model for predicting the RAS oncogene status in colorectal cancer liver metastases.

BACKGROUND: To develop a deep learning radiomics (DLR) model based on contrast-enhanced computed tom...

May 2025 40317140
Electrode Arrays for Detecting and Modulating Deep Brain Neural Information in Primates: A Review.

Primates possess a more developed central nervous system and a higher level of intelligence than rod...

May 2025 40321898
Characterization of Effective Half-Life for Instant Single-Time-Point Dosimetry Using Machine Learning.

Single-time-point (STP) image-based dosimetry offers a more convenient approach for clinical practic...

May 2025 40113223
Artifact estimation network for MR images: effectiveness of batch normalization and dropout layers.

BACKGROUND: Magnetic resonance imaging (MRI) is an essential tool for medical diagnosis. However, ar...

May 2025 40312665
Performance of radiomics analysis in ultrasound imaging for differentiating benign from malignant adnexal masses: A systematic review and meta-analysis.

INTRODUCTION: We present the state of the art of ultrasound-based machine learning (ML) radiomics mo...

May 2025 40312890
Artificial Intelligence in Prostate Cancer Diagnosis on Magnetic Resonance Imaging: Time for a New PARADIGM.

Artificial intelligence (AI) may provide a solution for improving access to expert, timely, and accu...

Apr 2025 40312251
Self-supervised learning for label-free segmentation in cardiac ultrasound.

Segmentation and measurement of cardiac chambers from ultrasound is critical, but laborious and poor...

Apr 2025 40307208
Deep learning based automated left atrial segmentation and flow quantification of real time phase contrast MRI in patients with atrial fibrillation.

Real time 2D phase contrast (RTPC) MRI is useful for flow quantification in atrial fibrillation (AF)...

Apr 2025 40301204
Deep learning for quality assessment of axial T2-weighted prostate MRI: a tool to reduce unnecessary rescanning.

BACKGROUND: T2-weighted images are a critical component of prostate magnetic resonance imaging (MRI)...

Apr 2025 40299162
Development of an artificial intelligence powered software for automated analysis of skeletal muscle ultrasonography.

Muscle ultrasound has high utility in clinical practice and research; however, the main challenges a...

Apr 2025 40301467
Brain tumor detection empowered with ensemble deep learning approaches from MRI scan images.

Brain tumor detection is essential for early diagnosis and successful treatment, both of which can s...

Apr 2025 40301625
Deep learning radiopathomics predicts targeted therapy sensitivity in EGFR-mutant lung adenocarcinoma.

BACKGROUND: Ttyrosine kinase inhibitors (TKIs) represent the standard first-line treatment for patie...

Apr 2025 40301933
Retinal Ischemic Perivascular Lesions (RIPLs) as Potential Biomarkers for Systemic Vascular Diseases: A Narrative Review of the Literature.

Retinal ischemic perivascular lesions (RIPLs) are characteristic focal thinning of the inner nuclear...

Apr 2025 40293678
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