AIMC Topic: Generative Adversarial Networks

Clear Filters Showing 1 to 10 of 66 articles

Principal component conditional generative adversarial networks for imbalanced ECG classification enhancement.

PloS one Aug 22, 2025
With over a century of development, electrocardiogram (ECG) diagnostics has become the preferred tool for healthcare professionals in cardiovascular disease diagnosis and monitoring. As wearable devices and mobile monitoring technologies become wides...
Electrocardiography Principal Component Analysis Signal Processing, Computer-Assisted Generative Adversarial Networks Humans Neural Networks, Computer Algorithms
View on PubMed DOI

Prediction of hematoma changes in spontaneous intracerebral hemorrhage using a Transformer-based generative adversarial network to generate follow-up CT images.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Aug 10, 2025
PURPOSE: To visualize and assess hematoma growth trends by generating follow-up CT images within 24 h based on baseline CT images of spontaneous intracerebral hemorrhage (sICH) using Transformer-integrated Generative Adversarial Networks (GAN).
Generative Adversarial Networks Hematoma Signal-To-Noise Ratio Female Aged Male Neural Networks, Computer Middle Aged Humans Retrospective Studies Tomography, X-Ray Computed Cerebral Hemorrhage Radiographic Image Interpretation, Computer-Assisted
View on PubMed DOI

Thyroid disease classification using generative adversarial networks and Kolmogorov-Arnold network for three-class classification.

BMC medical informatics and decision making Jul 31, 2025
Thyroid disease classification is a critical challenge in medical diagnostics, requiring accurate differentiation between hyperthyroidism, hypothyroidism, and normal thyroid function. This study introduces an advanced machine learning approach that i...
Humans Neural Networks, Computer Thyroid Diseases Machine Learning Generative Adversarial Networks
View on PubMed DOI

Automatic generation and risk stratification of carotid plaque in virtual shear wave elastography using a generative adversarial network.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jul 18, 2025
Shear wave elastography (SWE) is an effective ultrasound imaging technique for assessing carotid plaque vulnerability. However, acquiring SWE images typically requires costly specialized equipment and must be performed by experienced radiologists, wh...
Aged Male Middle Aged Neural Networks, Computer Female Carotid Stenosis Elasticity Imaging Techniques Carotid Artery Diseases Risk Assessment Carotid Arteries Plaque, Atherosclerotic Humans Generative Adversarial Networks
View on PubMed DOI

Prediction of Cerebrospinal Fluid (CSF) Pressure with Generative Adversarial Network Synthetic Plasma-CSF Biomarker Pairing.

Neuroinformatics Jul 10, 2025
Non-invasive intracranial pressure (ICP) monitoring can help clinicians safely and efficiently monitor spaceflight-associated neuro-ocular syndrome (SANS), idiopathic intracranial hypertension, and traumatic brain injury in astronauts. Current invasi...
Cell-Free Nucleic Acids Generative Adversarial Networks Cerebrospinal Fluid Pressure Humans Neural Networks, Computer Biomarkers
View on PubMed DOI

A holistic framework for intradialytic hypotension prediction using generative adversarial networks-based data balancing.

BMC medical informatics and decision making Jul 10, 2025
BACKGROUND: Intradialytic Hypotension (IDH) is a frequent complication in hemodialysis, yet predictive modeling is challenged by class imbalance. Traditional oversampling methods often struggle with complex clinical data. This study evaluates an enha...
Female Aged Male Middle Aged Renal Dialysis Humans Neural Networks, Computer Hypotension Generative Adversarial Networks
View on PubMed DOI

Super-resolution of 3D medical images by generative adversarial networks with long and short-term memory and attention.

Scientific reports Jul 1, 2025
Since 3D medical imaging data is a string of sequential images, there is a strong correlation between consecutive images. Deep convolutional networks perform well in extracting spatial features, but are less capable for processing sequence data compa...
Attention Generative Adversarial Networks Humans Image Processing, Computer-Assisted Neural Networks, Computer Memory, Short-Term Algorithms Imaging, Three-Dimensional
View on PubMed DOI

A modified generative adversarial networks method for assisting the diagnosis of deep venous thrombosis complications in stroke patients.

Scientific reports Jul 1, 2025
Discriminate deep vein thrombosis, one of the complications in early stroke patients, in order to assist in diagnosis. We have constructed a new method called ACWGAN by combining ACGAN and WGAN methods for data augmentation to to enhance the data of ...
Generative Adversarial Networks Venous Thrombosis Humans Stroke Male Neural Networks, Computer Middle Aged Female Deep Learning Aged
View on PubMed DOI

A Innovative Strategy for Identifying Subtypes Through the Analysis of Multi-Omics Data with Adversarial Autoencoders.

Journal of computational biology : a journal of computational molecular cell biology Jun 26, 2025
Cancer is a disease that is both complex and diverse, and effective diagnosis and treatment require an accurate depiction of tumor subtypes. Traditional methods of cancer identification, which rely on clinical and histopathological criteria, have lim...
Humans Algorithms Multiomics Neoplasms Autoencoder Genomics Generative Adversarial Networks Computational Biology
View on PubMed DOI

Systematic review of generative adversarial networks (GANs) in cell microscopy: Trends, practices, and impact on image augmentation.

PloS one Jun 24, 2025
Cell microscopy is the main tool that allows researchers to study microorganisms and plays a key role in observing and understanding the morphology, interactions, and development of microorganisms. However, there exist limitations in both the techniq...
Generative Adversarial Networks Deep Learning Humans Image Processing, Computer-Assisted Neural Networks, Computer Microscopy
View on PubMed DOI
Popular Topics
Recent Journals