Next Article in Journal
A Discrete-Event Simulation of Claude Lévi-Strauss’ Structural Analysis of Myths Based on Symmetry and Double Twist Transformations
Previous Article in Journal
Maritime Autonomous Surface Ship’s Path Approximation Using Bézier Curves
Open AccessReview

Deep Generative Adversarial Networks for Image-to-Image Translation: A Review

College of Computers and Information Technology, Taif University, Taif 21974, Saudi Arabia
Symmetry 2020, 12(10), 1705; https://doi.org/10.3390/sym12101705
Received: 3 August 2020 / Revised: 23 September 2020 / Accepted: 9 October 2020 / Published: 16 October 2020
Many image processing, computer graphics, and computer vision problems can be treated as image-to-image translation tasks. Such translation entails learning to map one visual representation of a given input to another representation. Image-to-image translation with generative adversarial networks (GANs) has been intensively studied and applied to various tasks, such as multimodal image-to-image translation, super-resolution translation, object transfiguration-related translation, etc. However, image-to-image translation techniques suffer from some problems, such as mode collapse, instability, and a lack of diversity. This article provides a comprehensive overview of image-to-image translation based on GAN algorithms and its variants. It also discusses and analyzes current state-of-the-art image-to-image translation techniques that are based on multimodal and multidomain representations. Finally, open issues and future research directions utilizing reinforcement learning and three-dimensional (3D) modal translation are summarized and discussed. View Full-Text
Keywords: image-to-image translation; generative adversarial networks; adversarial learning; deep generative model; deep learning image-to-image translation; generative adversarial networks; adversarial learning; deep generative model; deep learning
Show Figures

Figure 1

MDPI and ACS Style

Alotaibi, A. Deep Generative Adversarial Networks for Image-to-Image Translation: A Review. Symmetry 2020, 12, 1705.

Show more citation formats Show less citations formats
Note that from the first issue of 2016, MDPI journals use article numbers instead of page numbers. See further details here.

Article Access Map by Country/Region

1
Search more from Scilit
 
Search
Back to TopTop