GANs with Multiple Constraints for Image Translation
Joint Authors
Ye, Mao
Gan, Yan
Gong, Junxin
Qian, Yang
Liu, Kedi
Zhang, Su
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-09
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Unpaired image translation is a challenging problem in computer vision, while existing generative adversarial networks (GANs) models mainly use the adversarial loss and other constraints to model.
But the degree of constraint imposed on the generator and the discriminator is not enough, which results in bad image quality.
In addition, we find that the current GANs-based models have not yet been implemented by adding an auxiliary domain, which is used to constrain the generator.
To solve the problem mentioned above, we propose a multiscale and multilevel GANs (MMGANs) model for image translation.
In this model, we add an auxiliary domain to constrain generator, which combines this auxiliary domain with the original domains for modelling and helps generator learn the detailed content of the image.
Then we use multiscale and multilevel feature matching to constrain the discriminator.
The purpose is to make the training process as stable as possible.
Finally, we conduct experiments on six image translation tasks.
The results verify the validity of the proposed model.
American Psychological Association (APA)
Gan, Yan& Gong, Junxin& Ye, Mao& Qian, Yang& Liu, Kedi& Zhang, Su. 2018. GANs with Multiple Constraints for Image Translation. Complexity،Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1134213
Modern Language Association (MLA)
Gan, Yan…[et al.]. GANs with Multiple Constraints for Image Translation. Complexity No. 2018 (2018), pp.1-12.
https://search.emarefa.net/detail/BIM-1134213
American Medical Association (AMA)
Gan, Yan& Gong, Junxin& Ye, Mao& Qian, Yang& Liu, Kedi& Zhang, Su. GANs with Multiple Constraints for Image Translation. Complexity. 2018. Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1134213
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134213