A Systematic Review on Generative Adversarial Network (GAN): Challenges and Future Directions

AA Nayak, PS Venugopala, B Ashwini - Archives of Computational …, 2024 - Springer
Generative adversarial network, in short GAN, is a new convolution neural network (CNN)
based framework with the great potential to determine high dimensional data from its …

Reconstruction of sub‐mm 3D pavement images using recursive generative adversarial network for faster texture measurement

G Wang, KCP Wang, G Yang - Computer‐Aided Civil and …, 2023 - Wiley Online Library
It is challenging to collect 3D pavement images with desired resolution for accurate texture
measurement at driving speeds with current devices, particularly in the longitudinal …

Conditional-GAN-based face inpainting approaches with symmetry and view-degree utilization

TP Hong, JH Wu, JH Su, TK Yin - IEEE Access, 2024 - ieeexplore.ieee.org
Recently, image inpainting has been proposed as a solution for restoring the polluted image
in the field of computer vision. Further, face inpainting is a subfield of image inpainting …

Enhancing Image Quality with GAN Super Resolution Evaluation

S Kumari, R Jha, A Ray, S Bilgaiyan… - … on Electronics and …, 2024 - ieeexplore.ieee.org
The present study presents a novel approach to enhance the quality of celebrity photos by
utilizing an innovative framework known as Profile SR-GAN. The aim is to increase the …

Batik Style Transfer into Fractal Shape

BH Lifindra, D Herumurti… - 2023 14th International …, 2023 - ieeexplore.ieee.org
Image style transfer is a technique that blends the features of two images. The application of
neural style transfer extends to Indonesian batik. Previous studies worked on creating new …

Effective Face Inpainting by Conditional Generative Adversarial Network

TP Hong, JH Wu, JH Su, TK Yin - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
In the paper, we propose a two-stage face-inpainting approach based on conditional
generative adversarial networks. In the first stage, a deep-learning model is trained for …

Face image super resolution using a generative adversarial network

K Varma, GS Reddy… - 2021 Smart Technologies …, 2021 - ieeexplore.ieee.org
Traditional image super resolution centered around purely mathematical models are
capable of creating gradient based textures, but fail to render the specific lineaments that …