Novel hybrid integrated Pix2Pix and WGAN model with Gradient Penalty for binary images denoising

Novel hybrid integrated Pix2Pix and WGAN model with Gradient Penalty for binary images denoising

This paper introduces a novel approach to image denoising that leverages the advantages of Generative Adversarial Networks (GANs). Specifically, we propose a model that combines elements of the Pix2Pix model and the Wasserstein GAN (WGAN) with Gradient Penalty (WGAN-GP). This hybrid framework seeks...

Full description

Bibliographic Details
Main Authors: Luca Tirel, Ali Mohamed Ali, Hashim A. Hashim
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Systems and Soft Computing
Subjects:
Image enhancement
Generative adversarial network
Image denoising
Binary images
Online Access:http://www.sciencedirect.com/science/article/pii/S2772941924000516

Internet

http://www.sciencedirect.com/science/article/pii/S2772941924000516

Similar Items