Article

A Systematic Review of Wavelet-Based Pooling for Enhancing GANs: Central Trends, Auxiliary Pooling Strategies, and Complementary Wavelet Integrations

2025-12-11

Abstract excerpt

<title>Abstract</title> <p>Generative Adversarial Networks (GANs) have revolutionized data synthesis across various domains, including medical image analysis, computer vision, and signal processing. Despite their success, GANs often face challenges such as training instability, mode collapse, and suboptimal image quality. Recent advancements have introduced wavelet transforms and specialized pooling techniques as...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 0e566460-6ae0-554f-8786-fbc3efb50e0b
DOI: 10.21203/rs.3.rs-8321844/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Systematic Review of Wavelet-Based Pooling for Enhancing GANs: Central Trends, Auxiliary Pooling Strategies, and Complementary Wavelet IntegrationsDOI 10.21203/rs.3.rs-8321844/v1Read

Multi-Noise Removal from ECG Signals Using Residual Block-Based Generative Adversarial Networks with Customized Loss FunctionSemantic proximity Read

Comparative Evaluation of U-Net-Based Conditioned Diffusion Model and Cycle-GAN for Unpaired CT-MRI Brain Image Synthesis with XAI ValidationSemantic proximity Read

Neural Steered Mixture of Experts for Medical Image Denoising, and Super-ResolutionSemantic proximity Read

A Novel Deep Learning Model, RDB CycleGAN-CBAM for Low-Dose CT Image DenoisingSemantic proximity Read

Dual-Stream Contrastive Latent Learning GAN for Brain Image Synthesis and Tumor ClassificationSemantic proximity Read

Low-dose CT I mage D enoising M ethod B ased on Generative Adversarial NetworkSemantic proximity Read

High-fidelity fast volumetric brain MRI using synergistic wave-controlled aliasing in parallel imaging and a hybrid denoising generative adversarial networkSemantic proximity Read

Brain MRI Technics Images Translation by Generative Adversarial NetworkSemantic proximity Read

Diffused Multi-scale Generative Adversarial Network for low- dose PET images reconstructionSemantic proximity Read

CS-MRI Reconstruction Using an Improved GAN with Dilated-Residual Networks and Channel Attention MechanismSemantic proximity Read

An Integrated Framework of Frequency-Domain Denoising with Learnable Parameters in Variational AutoencodersSemantic proximity Read

Adversarial Robustness of Capsule Networks for Medical Image ClassificationSemantic proximity Read