AIMC Topic: Convolutional Neural Networks

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Segmentation of coronary calcifications with a domain knowledge-based lightweight 3D convolutional neural network.

Computers in biology and medicine Aug 1, 2025
Cardiovascular diseases are the leading cause of death in the world, with coronary artery disease being the most prevalent. Coronary artery calcifications are critical biomarkers for cardiovascular disease, and their quantification via non-contrast c...
Female Male Middle Aged Humans Tomography, X-Ray Computed Convolutional Neural Networks Coronary Artery Disease Imaging, Three-Dimensional Calcinosis Coronary Vessels Vascular Calcification
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MentalAId: an improved DenseNet model to assist scalable psychosis assessment.

BMC psychiatry Jul 30, 2025
BACKGROUND: The escalating mental health crisis during and post-COVID-19 underscores the urgent need for scalable, timely, cost-effective assessment solutions for general psychotic disorders. Regretfully, traditional symptom-based, one-to-one assessm...
Psychotic Disorders Female Young Adult Adult Male Middle Aged Convolutional Neural Networks Humans Neural Networks, Computer COVID-19
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K-Means Clustering and Classification of Breast Cancer Images Using Histogram of Oriented Gradients Features and Convolutional Neural Network Models: Diagnostic Image Analysis Study.

JMIR formative research Jul 29, 2025
BACKGROUND: Breast cancer has proven to be the most common type of cancer among females around the world. However, mortality rates can be reduced if it is diagnosed at the initial stages. Interpretation made by an expert is required by conventional d...
Humans Breast Neoplasms Convolutional Neural Networks Image Processing, Computer-Assisted Neural Networks, Computer Female Reproducibility of Results Cluster Analysis Mammography Image Interpretation, Computer-Assisted
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Harnessing infrared thermography and multi-convolutional neural networks for early breast cancer detection.

Scientific reports Jul 28, 2025
Breast cancer is a relatively common carcinoma among women worldwide and remains a considerable public health concern. Consequently, the prompt identification of cancer is crucial, as research indicates that 96% of cancers are treatable if diagnosed ...
Infrared Rays Thermography Diagnosis, Computer-Assisted Convolutional Neural Networks Early Detection of Cancer Humans Neural Networks, Computer Female Breast Neoplasms
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Multi-modal classification of retinal disease based on convolutional neural network.

Biomedical physics & engineering express Jul 28, 2025
Retinal diseases such as age-related macular degeneration and diabetic retinopathy will lead to irreversible blindness without timely diagnosis and treatment. Optical coherence tomography (OCT) and optical coherence tomography angiography (OCTA) imag...
Convolutional Neural Networks Retinal Diseases Neural Networks, Computer Image Processing, Computer-Assisted Tomography, Optical Coherence Algorithms Humans Multimodal Imaging Retina Deep Learning Diabetic Retinopathy Macular Degeneration
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A new framework for mental illnesses diagnosis using wearable devices aided by improved convolutional neural network.

Scientific reports Jul 23, 2025
Stress inherent in the modern world is considered one of the main causes of Mental Health Disorders (MHDs) that spread in every country around the world. These mental and behavioral problems primarily affect the mind and brain that change emotions an...
Wearable Electronic Devices Schizophrenia Male Convolutional Neural Networks Depression Mental Disorders Female Adult Humans Neural Networks, Computer
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Open-source convolutional neural network to classify distal radial fractures according to the AO/OTA classification on plain radiographs.

European journal of trauma and emergency surgery : official publication of the European Trauma Society Jul 21, 2025
PURPOSE: Convolutional Neural Networks (CNNs) have shown promise in fracture detection, but their ability to improve surgeons' inconsistent fracture classification remains unstudied. Therefore, our aim was create and (externally) validate the perform...
Humans Middle Aged Aged Convolutional Neural Networks Radiography Adult Radius Fractures Male Neural Networks, Computer Algorithms Female
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Graph Convolutional Neural Network-Enabled Frontier Molecular Orbital Prediction: A Case Study with Neurotransmitters and Antidepressants.

Journal of chemical information and modeling Jul 17, 2025
With the advancement of artificial intelligence-embedded methodologies, their application to predict fundamental molecular properties has become increasingly prevalent. In this study, a graph convolutional neural network fingerprint-enabled artificia...
Convolutional Neural Networks Models, Molecular Antidepressive Agents Thermodynamics Neurotransmitter Agents Humans Neural Networks, Computer
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A fine tuned EfficientNet-B0 convolutional neural network for accurate and efficient classification of apple leaf diseases.

Scientific reports Jul 16, 2025
Precise classification and detection of apple diseases are essential for efficient crop management and maximizing yield. This paper presents a fine-tuned EfficientNet-B0 convolutional neural network (CNN) for the automated classification of apple lea...
Neural Networks, Computer Malus Convolutional Neural Networks Plant Leaves Plant Diseases
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Fetal-Net: enhancing Maternal-Fetal ultrasound interpretation through Multi-Scale convolutional neural networks and Transformers.

Scientific reports Jul 15, 2025
Ultrasound imaging plays an important role in fetal growth and maternal-fetal health evaluation, but due to the complicated anatomy of the fetus and image quality fluctuation, its interpretation is quite challenging. Although deep learning include Co...
Pregnancy Female Ultrasonography, Prenatal Humans Neural Networks, Computer Image Interpretation, Computer-Assisted Deep Learning Fetus Convolutional Neural Networks Image Processing, Computer-Assisted
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