Radiology

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

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Deep learning segmentation of transverse musculoskeletal ultrasound images for neuromuscular disease assessment.

Ultrasound imaging is a patient-friendly and robust technique for studying physiological and patholo...

Jul 2021 34252683
A deep learning method for automatic segmentation of the bony orbit in MRI and CT images.

This paper proposes a fully automatic method to segment the inner boundary of the bony orbit in two ...

Jul 2021 34211081
Evaluation of Deep Learning Architectures for Complex Immunofluorescence Nuclear Image Segmentation.

Separating and labeling each nuclear instance (instance-aware segmentation) is the key challenge in ...

Jun 2021 33784615
Cross Attention Squeeze Excitation Network (CASE-Net) for Whole Body Fetal MRI Segmentation.

Segmentation of the fetus from 2-dimensional (2D) magnetic resonance imaging (MRI) can aid radiologi...

Jun 2021 34209154
Effect of age and sex on fully automated deep learning assessment of left ventricular function, volumes, and contours in cardiac magnetic resonance imaging.

Deep learning algorithms for left ventricle (LV) segmentation are prone to bias towards the training...

Jun 2021 34185211
Nonlinear manifold learning in functional magnetic resonance imaging uncovers a low-dimensional space of brain dynamics.

Large-scale brain dynamics are believed to lie in a latent, low-dimensional space. Typically, the em...

Jun 2021 34184812
Optical mesoscopy, machine learning, and computational microscopy enable high information content diagnostic imaging of blood films.

Automated image-based assessment of blood films has tremendous potential to support clinical haemato...

Jun 2021 34096621
Quantitative Analysis and Automated Lung Ultrasound Scoring for Evaluating COVID-19 Pneumonia With Neural Networks.

As being radiation-free, portable, and capable of repetitive use, ultrasonography is playing an impo...

Jun 2021 33798078
Reproducibility of automated habenula segmentation via deep learning in major depressive disorder and normal controls with 7 Tesla MRI.

The habenula is one of the most important brain regions for investigating the etiology of psychiatri...

Jun 2021 34188141
An Automatic Biopsy Needle Detection and Segmentation on Ultrasound Images Using a Convolutional Neural Network.

Needle visualization in the ultrasound image is essential to successfully perform the ultrasound-gui...

Jun 2021 34180737
An Extended Approach to Predict Retinopathy in Diabetic Patients Using the Genetic Algorithm and Fuzzy C-Means.

The present study is developed a new approach using a computer diagnostic method to diagnosing diabe...

Jun 2021 34258269
Automated segmentation and quantification of the healthy and diseased aorta in CT angiographies using a dedicated deep learning approach.

OBJECTIVES: To develop and validate a deep learning-based algorithm for segmenting and quantifying t...

Jun 2021 34170365
Deep learning-based automated left ventricular ejection fraction assessment using 2-D echocardiography.

Deep learning (DL) has been applied for automatic left ventricle (LV) ejection fraction (EF) measure...

Jun 2021 34170197
Multimodal deep learning with feature level fusion for identification of choroidal neovascularization activity in age-related macular degeneration.

PURPOSE: This study aimed to determine the efficacy of a multimodal deep learning (DL) model using o...

Jun 2021 34159761
Tissue outcome prediction in hyperacute ischemic stroke: Comparison of machine learning models.

Machine Learning (ML) has been proposed for tissue fate prediction after acute ischemic stroke (AIS)...

Jun 2021 34159824
Artificial intelligence in medical imaging: implications for patient radiation safety.

Artificial intelligence, including deep learning, is currently revolutionising the field of medical ...

Jun 2021 33989035
DeepVolume: Brain Structure and Spatial Connection-Aware Network for Brain MRI Super-Resolution.

Thin-section magnetic resonance imaging (MRI) can provide higher resolution anatomical structures an...

Jun 2021 31484151
Automated Data Quality Control in FDOPA brain PET Imaging using Deep Learning.

INTRODUCTION: With biomedical imaging research increasingly using large datasets, it becomes critica...

Jun 2021 34289438
Tip estimation approach for concentric tube robots using 2D ultrasound images and kinematic model.

Concentric tube robot (CTR) is an efficient approach for minimally invasive surgery (MIS) and diagno...

Jun 2021 34156603
[New intraoperative fluorescence-based and spectroscopic imaging techniques in visceral medicine - precision surgery in the "high tech"-operating room].

INTRODUCTION: Fluorescence angiography (FA) with indocyanine green (ICG) and hyperspectral imaging (...

Jun 2021 34157756
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