AIMC Topic: Generative Adversarial Networks

Clear Filters Showing 41 to 50 of 66 articles

Generating 3D brain tumor regions in MRI using vector-quantization Generative Adversarial Networks.

Computers in biology and medicine Dec 19, 2024
Medical image analysis has significantly benefited from advancements in deep learning, particularly in the application of Generative Adversarial Networks (GANs) for generating realistic and diverse images that can augment training datasets. The commo...
Generative Adversarial Networks Imaging, Three-Dimensional Glioma Neural Networks, Computer Magnetic Resonance Imaging Brain Neoplasms Deep Learning Humans
View on PubMed DOI

Generative Adversarial Network Based Contrast Enhancement: Synthetic Contrast Brain Magnetic Resonance Imaging.

Academic radiology Dec 18, 2024
RATIONALE AND OBJECTIVES: Magnetic resonance imaging (MRI) is a vital tool for diagnosing neurological disorders, frequently utilising gadolinium-based contrast agents (GBCAs) to enhance resolution and specificity. However, GBCAs present certain risk...
Brain Female Aged Young Adult Adult Male Humans Neural Networks, Computer Image Enhancement Middle Aged Generative Adversarial Networks Contrast Media Magnetic Resonance Imaging
View on PubMed DOI

Generative Adversarial Network-Based Augmentation With Noval 2-Step Authentication for Anti-Coronavirus Peptide Prediction.

IEEE/ACM transactions on computational biology and bioinformatics Dec 10, 2024
The virus poses a longstanding and enduring danger to various forms of life. Despite the ongoing endeavors to combat viral diseases, there exists a necessity to explore and develop novel therapeutic options. Antiviral peptides are bioactive molecules...
Peptides Deep Learning Antiviral Agents Humans Neural Networks, Computer Computational Biology Generative Adversarial Networks
View on PubMed DOI

Temporal spiking generative adversarial networks for heading direction decoding.

Neural networks : the official journal of the International Neural Network Society Dec 5, 2024
The spike-based neuronal responses within the ventral intraparietal area (VIP) exhibit intricate spatial and temporal dynamics in the posterior parietal cortex, presenting decoding challenges such as limited data availability at the biological popula...
Animals Generative Adversarial Networks Models, Neurological Action Potentials Neurons Parietal Lobe Macaca mulatta Neural Networks, Computer
View on PubMed DOI

Generative adversarial network (GAN) model-based design of potent SARS-CoV-2 M inhibitors using the electron density of ligands and 3D binding pockets: insights from molecular docking, dynamics simulation, and MM-GBSA analysis.

Molecular diversity Nov 30, 2024
Deep learning-based generative adversarial network (GAN) frameworks have recently been developed to expedite the drug discovery process. These models generate novel molecules from scratch and validate them through molecular docking simulation to iden...
Antiviral Agents Protein Binding Molecular Dynamics Simulation Molecular Docking Simulation Drug Design Deep Learning Protease Inhibitors Humans Coronavirus 3C Proteases COVID-19 Generative Adversarial Networks SARS-CoV-2 Ligands COVID-19 Drug Treatment Binding Sites
View on PubMed DOI

Automatic localization and deep convolutional generative adversarial network-based classification of focal liver lesions in computed tomography images: A preliminary study.

Journal of gastroenterology and hepatology Nov 14, 2024
BACKGROUND AND AIM: Computed tomography of the abdomen exhibits subtle and complex features of liver lesions, subjectively interpreted by physicians. We developed a deep learning-based localization and classification (DLLC) system for focal liver les...
Generative Adversarial Networks Male Middle Aged Female Liver Neoplasms Deep Learning Humans Aged Liver Adult Retrospective Studies Liver Diseases Tomography, X-Ray Computed
View on PubMed DOI

Active Machine Learning for Pre-procedural Prediction of Time-Varying Boundary Condition After Fontan Procedure Using Generative Adversarial Networks.

Annals of biomedical engineering Oct 31, 2024
The Fontan procedure is the definitive palliation for pediatric patients born with single ventricles. Surgical planning for the Fontan procedure has emerged as a promising vehicle toward optimizing outcomes, where pre-operative measurements are used ...
Models, Cardiovascular Generative Adversarial Networks Machine Learning Male Fontan Procedure Humans Neural Networks, Computer
View on PubMed DOI

Generative adversarial network augmented data for improved heart sound abnormality detection.

Computers in biology and medicine Sep 1, 2025
The PhysioNet/Computing in Cardiology (CinC) Challenge 2016 dataset has driven significant advancements in automated heart sound analysis using machine learning (ML) and deep learning (DL). However, these efforts are constrained by the dataset's limi...
Humans Deep Learning Signal Processing, Computer-Assisted Coronary Artery Disease Neural Networks, Computer Machine Learning Databases, Factual Heart Sounds Generative Adversarial Networks
View on PubMed DOI

ECG synthesis for cardiac arrhythmias: Integrating self-supervised learning and generative adversarial networks.

Artificial intelligence in medicine Sep 1, 2025
Arrhythmia classifiers relying on supervised deep learning models usually require a substantial amount of labeled clinical data. The distribution of these labels is strictly related to the statistics of cardiovascular diseases among the population, w...
Arrhythmias, Cardiac Generative Adversarial Networks Electrocardiography Signal Processing, Computer-Assisted Supervised Machine Learning Humans Neural Networks, Computer Electronic Health Records Deep Learning
View on PubMed DOI

Reconstructing Super-Resolution Raman Spectral Image Using a Generative Adversarial Network-Based Algorithm.

Analytical chemistry Aug 12, 2025
Raman imaging utilizes molecular fingerprint information to visualize the spatial distribution of a substance within the scanned area. Subject to its scanning mechanism, it usually costs a prolonged data acquisition duration for achieving high-resolu...
Spectrum Analysis, Raman Signal-To-Noise Ratio Generative Adversarial Networks Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Humans
View on PubMed DOI
Popular Topics
Recent Journals