Radiology

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

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The value of intratumoral and peritumoral ultrasound radiomics model constructed using multiple machine learning algorithms for non-mass breast cancer.

To investigate the diagnostic capability of multiple machine learning algorithms combined with intra...

Jun 2025 40481026
Application of Mask R-CNN for automatic recognition of teeth and caries in cone-beam computerized tomography.

OBJECTIVES: Deep convolutional neural networks (CNNs) are advancing rapidly in medical research, dem...

Jun 2025 40481434
Automated Brain Tumor Classification and Grading Using Multi-scale Graph Neural Network with Spatio-Temporal Transformer Attention Through MRI Scans.

The medical field uses Magnetic Resonance Imaging (MRI) as an essential diagnostic tool which provid...

Jun 2025 40471519
The Current State of Artificial Intelligence on Detecting Pulmonary Embolism via Computerised Tomography Pulmonary Angiogram: A Systematic Review.

Pulmonary embolism (PE) is a life-threatening condition with significant diagnostic challenges due ...

Jun 2025 40554436
Ensemble of weak spectral total-variation learners: a PET-CT case study.

Solving computer vision problems through machine learning, one often encounters lack of sufficient t...

Jun 2025 40471027
A radiogenomics study on F-FDG PET/CT in endometrial cancer by a novel deep learning segmentation algorithm.

OBJECTIVE: To create an automated PET/CT segmentation method and radiomics model to forecast Mismatc...

Jun 2025 40474131
Recognition of flight cadets brain functional magnetic resonance imaging data based on machine learning analysis.

The rapid advancement of the civil aviation industry has attracted significant attention to research...

Jun 2025 40471956
Digital removal of dermal denticle layer using geometric AI from 3D CT scans of shark craniofacial structures enhances anatomical precision.

Craniofacial morphometrics in sharks provide crucial insights into evolutionary history, geographica...

Jun 2025 40467650
Advancing prenatal healthcare by explainable AI enhanced fetal ultrasound image segmentation using U-Net++ with attention mechanisms.

Prenatal healthcare development requires accurate automated techniques for fetal ultrasound image se...

Jun 2025 40467763
Automated Classification of Cervical Spinal Stenosis Using Deep Learning on Computed Tomography Scans.

STUDY DESIGN: Retrospective study. OBJECTIVE: To develop and validate a computed tomography-based de...

Jun 2025 40458958
Enhancing Lesion Detection in Inflammatory Myelopathies: A Deep Learning-Reconstructed Double Inversion Recovery MRI Approach.

BACKGROUND AND PURPOSE: The imaging of inflammatory myelopathies has advanced significantly across t...

Jun 2025 39542724
An interpretable deep learning approach for autism spectrum disorder detection in children using NASNet-mobile.

Autism spectrum disorder (ASD) is a multifaceted neurodevelopmental disorder featuring impaired soci...

Jun 2025 40403743
Current AI technologies in cancer diagnostics and treatment.

Cancer continues to be a significant international health issue, which demands the invention of new ...

Jun 2025 40457408
Ground-truth-free deep learning approach for accelerated quantitative parameter mapping with memory efficient learning.

Quantitative MRI (qMRI) requires the acquisition of multiple images with parameter changes, resultin...

Jun 2025 40455714
Application research of artificial intelligence software in the analysis of thyroid nodule ultrasound image characteristics.

Thyroid nodule, as a common clinical endocrine disease, has become increasingly prevalent worldwide....

Jun 2025 40455930
Ground-State Descriptor Enables Machine Learning-Assisted Virtual Screening of AIE-Active Mechanofluorochromic Molecules with High Contrast.

Aggregation-induced emission mechanofluorochromic (AIE-MFC) molecules with high-contrast are in high...

Jun 2025 40450681
Performance of AI methods in PET-based imaging for outcome prediction in lymphoma: A systematic review and meta-analysis.

OBJECTIVES: To evaluate the predictive performance of artificial intelligence (AI) methods using pre...

Jun 2025 40466216
Emerging Imaging Technologies in Forensic Medicine: A Systematic Review of Innovations, Ethical Challenges, and Future Directions.

Forensic medicine has increasingly integrated advanced imaging technologies to improve the accuracy ...

Jun 2025 40506982
Accelerated proton resonance frequency-based magnetic resonance thermometry by optimized deep learning method.

BACKGROUND: Proton resonance frequency (PRF)-based magnetic resonance (MR) thermometry plays a criti...

May 2025 40450352
From Guidelines to Intelligence: How AI Refines Thyroid Nodule Biopsy Decisions.

OBJECTIVE: To evaluate the value of combining American College of Radiology (ACR) Thyroid Imaging Re...

May 2025 40451670
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