Radiology

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

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Deep Learning-Powered CT-Less Multitracer Organ Segmentation From PET Images: A Solution for Unreliable CT Segmentation in PET/CT Imaging.

PURPOSE: The common approach for organ segmentation in hybrid imaging relies on coregistered CT (CTA...

Jan 2025 39883026
Dilated SE-DenseNet for brain tumor MRI classification.

In the field of medical imaging, particularly MRI-based brain tumor classification, we propose an ad...

Jan 2025 39875423
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions.

Breast cancer has reached the highest incidence rate worldwide among all malignancies since 2020. Br...

Jan 2025 38265911
Data- and Physics-Driven Deep Learning Based Reconstruction for Fast MRI: Fundamentals and Methodologies.

Magnetic Resonance Imaging (MRI) is a pivotal clinical diagnostic tool, yet its extended scanning ti...

Jan 2025 39437302
Multi-Branch CNN-LSTM Fusion Network-Driven System With BERT Semantic Evaluator for Radiology Reporting in Emergency Head CTs.

The high volume of emergency room patients often necessitates head CT examinations to rule out ische...

Jan 2025 40035027
Integration of MRI radiomics and clinical data for preoperative prediction of vascular invasion in breast cancer: A deep learning approach.

BACKGROUND: Accurate preoperative prediction of vascular invasion in breast cancer is crucial for su...

Jan 2025 39880177
A multi-model machine learning framework for breast cancer risk stratification using clinical and imaging data.

PurposeThis study presents a comprehensive machine learning framework for assessing breast cancer ma...

Jan 2025 39973793
Continuous single-ended depth-of-interaction measurement using highly multiplexed signals and artificial neural networks.

. This study aims to enhance positron emission tomography (PET) imaging systems by developing a cont...

Jan 2025 39808925
Enhancing Diagnostic Accuracy of Lung Nodules in Chest Computed Tomography Using Artificial Intelligence: Retrospective Analysis.

BACKGROUND: Uncertainty in the diagnosis of lung nodules is a challenge for both patients and physic...

Jan 2025 39869890
Deep learning-based algorithm for classifying high-resolution computed tomography features in coal workers' pneumoconiosis.

BACKGROUND: Coal workers' pneumoconiosis is a chronic occupational lung disease with considerable pu...

Jan 2025 39871257
Radiogenomics and machine learning predict oncogenic signaling pathways in glioblastoma.

BACKGROUND: Glioblastoma (GBM) is a highly aggressive brain tumor associated with a poor patient pro...

Jan 2025 39871351
Artificial Intelligence in Pancreatic Imaging: A Systematic Review.

The rising incidence of pancreatic diseases, including acute and chronic pancreatitis and various pa...

Jan 2025 39865461
Research on noise-induced hearing loss based on functional and structural MRI using machine learning methods.

Noise-induced hearing loss (NIHL) is a common occupational condition. The aim of this study was to d...

Jan 2025 39865152
Can we rely on machine learning algorithms as a trustworthy predictor for recurrence in high-grade glioma? A systematic review and meta-analysis.

Early prediction of recurrence in high-grade glioma (HGG) is critical due to its aggressive nature a...

Jan 2025 39884144
A quantum-optimized approach for breast cancer detection using SqueezeNet-SVM.

Breast cancer is one of the most aggressive types of cancer, and its early diagnosis is crucial for ...

Jan 2025 39863687
Deep learning classification of MGMT status of glioblastomas using multiparametric MRI with a novel domain knowledge augmented mask fusion approach.

We aimed to build a robust classifier for the MGMT methylation status of glioblastoma in multiparame...

Jan 2025 39863759
FDuDoCLNet: Fully dual-domain contrastive learning network for parallel MRI reconstruction.

Magnetic resonance imaging (MRI) is a non-invasive medical imaging technique that is widely used for...

Jan 2025 39864600
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