AIMC Topic: Capillaries

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Deep learning segmentation of periarterial and perivenous capillary-free zones in optical coherence tomography angiography.

Journal of biomedical optics May 8, 2025
SIGNIFICANCE: Automated segmentation of periarterial and perivenous capillary-free zones (CFZs) in optical coherence tomography angiography (OCTA) can significantly improve early detection and monitoring of diabetic retinopathy (DR), a leading cause ...
Neural Networks, Computer Female Male Humans Diabetic Retinopathy Tomography, Optical Coherence Image Interpretation, Computer-Assisted Retinal Vessels Capillaries Middle Aged Deep Learning Image Processing, Computer-Assisted
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Classification method for nailfold capillary images using an optimized sugeno fuzzy ensemble of convolutional neural networks.

Computers in biology and medicine Mar 6, 2025
This study developed a novel binary classification method for analyzing nailfold capillary images associated with the risk of developing sclerosis. The proposed approach combined a Sugeno fuzzy integral inference system with an ensemble of convolutio...
Capillaries Female Humans Image Processing, Computer-Assisted Male Neural Networks, Computer Fuzzy Logic Convolutional Neural Networks Nails
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Automated Euler number of the alveolar capillary network based on deep learning segmentation with verification by stereological methods.

Journal of microscopy Jan 31, 2025
Diseases like bronchopulmonary dysplasia (BPD) affect the development of the pulmonary vasculature, including the alveolar capillary network (ACN). Since pulmonary development is highly dependent on angiogenesis and microvascular maturation, ACN inve...
Image Processing, Computer-Assisted Microscopy, Electron, Scanning Pulmonary Alveoli Bronchopulmonary Dysplasia Deep Learning Imaging, Three-Dimensional Capillaries Humans
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Pre-screening of endomysial microvessel density by fast random forest image processing machine learning algorithm accelerates recognition of a modified vascular network in idiopathic inflammatory myopathies.

Diagnostic pathology Jan 31, 2025
Biomarkers for discrimination among different subgroups of idiopathic inflammatory myopathies (IIM) are difficult to identify and may involve multiple laboratory tests and time-consuming procedures. We assessed the potential for artificial intelligen...
Image Interpretation, Computer-Assisted Microvessels Platelet Endothelial Cell Adhesion Molecule-1 Capillaries Microvascular Density Muscle, Skeletal Random Forest Myositis Male Middle Aged Image Processing, Computer-Assisted Humans Female Adult Machine Learning Algorithms
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Abnormality detection in nailfold capillary images using deep learning with EfficientNet and cascade transfer learning.

Scientific reports Jan 15, 2025
Nailfold Capillaroscopy (NFC) is a simple, non-invasive diagnostic tool used to detect microvascular changes in nailfold. Chronic pathological changes associated with a wide range of systemic diseases, such as diabetes, cardiovascular disorders, and ...
Male Deep Learning Convolutional Neural Networks Humans Female Capillaries Image Processing, Computer-Assisted Nails Microscopic Angioscopy
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SVPath: A Deep Learning Tool for Analysis of Stria Vascularis from Histology Slides.

Journal of the Association for Research in Otolaryngology : JARO May 17, 2024
INTRODUCTION: The stria vascularis (SV) may have a significant role in various otologic pathologies. Currently, researchers manually segment and analyze the stria vascularis to measure structural atrophy. Our group developed a tool, SVPath, that uses...
Capillaries Stria Vascularis Deep Learning Macaca Temporal Bone Animals
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Nailfold capillaroscopy and deep learning in diabetes.

Journal of diabetes Jan 15, 2023
OBJECTIVE: To determine whether nailfold capillary images, acquired using video capillaroscopy, can provide diagnostic information about diabetes and its complications.
Humans Microscopic Angioscopy Adult Capillaries ROC Curve Deep Learning Diabetes Mellitus, Type 2 Nails
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Organizing Reliable Polymer Electrode Lines in Flexible Neural Networks via Coffee Ring-Free Micromolding in Capillaries.

ACS applied materials & interfaces Oct 4, 2022
With an increase in the demand for smart wearable systems, artificial synapse arrays for flexible neural networks have received considerable attention. A synaptic device with a two-terminal configuration is promising for complex neural networks becau...
Polymers Electrodes Capillaries Neural Networks, Computer Artificial Intelligence
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Deep Learning-Based Noise Reduction Improves Optical Coherence Tomography Angiography Imaging of Radial Peripapillary Capillaries in Advanced Glaucoma.

Current eye research Sep 22, 2022
PURPOSE: We applied deep learning-based noise reduction (NR) to optical coherence tomography-angiography (OCTA) images of the radial peripapillary capillaries (RPCs) in eyes with glaucoma and investigated the usefulness of this method as an objective...
Capillaries Middle Aged Humans Deep Learning Glaucoma Tomography, Optical Coherence Fluorescein Angiography Female Cross-Sectional Studies Retinal Vessels Optic Disk Reproducibility of Results Glaucoma, Open-Angle Intraocular Pressure Visual Fields Aged Male Angiography
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Autonomous diagnosis of pediatric cutaneous vascular anomalies using a convolutional neural network.

International journal of pediatric otorhinolaryngology Mar 18, 2022
OBJECTIVES: Design and validate a novel handheld device for the autonomous diagnosis of pediatric vascular anomalies using a convolutional neural network (CNN).
Vascular Malformations Cross-Sectional Studies Child Humans Capillaries Neural Networks, Computer Retrospective Studies
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