Radiology

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

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Efficient Combination of CNN and Transformer for Dual-Teacher Uncertainty-guided Semi-supervised Medical Image Segmentation.

BACKGROUND AND OBJECTIVE: Deep learning-based methods for fast target segmentation of magnetic reson...

Sep 2022 36116398
A novel scaled-gamma-tanh (SGT) activation function in 3D CNN applied for MRI classification.

Activation functions in the neural network are responsible for 'firing' the nodes in it. In a deep n...

Sep 2022 36056069
Radiomics and Deep Learning for Disease Detection in Musculoskeletal Radiology: An Overview of Novel MRI- and CT-Based Approaches.

Radiomics and machine learning-based methods offer exciting opportunities for improving diagnostic p...

Sep 2022 36070548
Bridging the resources gap: deep learning for fluorescein angiography and optical coherence tomography macular thickness map image translation.

BACKGROUND: To assess the ability of the pix2pix generative adversarial network (pix2pix GAN) to syn...

Sep 2022 36050661
Deep Learning-Based Automatic Detection and Grading of Motion-Related Artifacts on Gadoxetic Acid-Enhanced Liver MRI.

OBJECTIVES: The aim of this study was to develop and validate a deep learning-based algorithm (DLA) ...

Aug 2022 36070544
Deep learning-based segmentation in prostate radiation therapy using Monte Carlo simulated cone-beam computed tomography.

PURPOSE: Segmenting organs in cone-beam CT (CBCT) images would allow to adapt the radiotherapy based...

Aug 2022 36000762
Artificial intelligence in multiparametric magnetic resonance imaging: A review.

Multiparametric magnetic resonance imaging (mpMRI) is an indispensable tool in the clinical workflow...

Aug 2022 35980348
Breast cancer detection using deep learning: Datasets, methods, and challenges ahead.

Breast Cancer (BC) is the most commonly diagnosed cancer and second leading cause of mortality among...

Aug 2022 36103745
Deformation-Compensated Learning for Image Reconstruction Without Ground Truth.

Deep neural networks for medical image reconstruction are traditionally trained using high-quality g...

Aug 2022 35344490
Super-Resolved Microbubble Localization in Single-Channel Ultrasound RF Signals Using Deep Learning.

Recently, super-resolution ultrasound imaging with ultrasound localization microscopy (ULM) has rece...

Aug 2022 35404813
Breast MRI Tumor Automatic Segmentation and Triple-Negative Breast Cancer Discrimination Algorithm Based on Deep Learning.

BACKGROUND: Breast cancer is a kind of cancer that starts in the epithelial tissue of the breast. Br...

Aug 2022 36092784
Deep Learning Reconstruction Algorithm-Based MRI Image Evaluation of Edaravone in the Treatment of Lower Limb Ischemia-Reperfusion Injury.

This research aimed to evaluate the therapeutic effect of edaravone on lower limb ischemia-reperfusi...

Aug 2022 36105449
Biobanking in the digital pathology era.

Digital Pathology is becoming more and more important to achieve the goal of precision medicine. Adv...

Aug 2022 37303941
Automated Protocoling for MRI Exams-Challenges and Solutions.

Automated protocoling for MRI examinations is an amendable target for workflow automation with artif...

Aug 2022 36042118
Mapping the association between tau-PET and Aβ-amyloid-PET using deep learning.

In Alzheimer's disease, the molecular pathogenesis of the extracellular Aβ-amyloid (Aβ) instigation ...

Aug 2022 36042256
Classifying Temporomandibular Disorder with Artificial Intelligent Architecture Using Magnetic Resonance Imaging.

This study proposes a new diagnostic tool for automatically extracting discriminative features and d...

Aug 2022 36036857
Synthetic CT in Musculoskeletal Disorders: A Systematic Review.

Repeated computed tomography (CT) examinations increase patients' ionizing radiation exposure and he...

Aug 2022 36070535
Multimodal deep learning model on interim [F]FDG PET/CT for predicting primary treatment failure in diffuse large B-cell lymphoma.

OBJECTIVES: The prediction of primary treatment failure (PTF) is necessary for patients with diffuse...

Aug 2022 36029345
Deep Learning-Based Digital Subtraction Angiography Characteristics in Nursing of Maintenance Hemodialysis Patients.

This study is aimed at exploring the diagnostic value of digital subtraction angiography (DSA) based...

Aug 2022 36101802
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