Single Image Defogging Algorithm Based on Conditional Generative Adversarial Network
Joint Authors
Ma, Rui-Qiang
Shen, Xing-Run
Zhang, Shan-Jun
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-24
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Outside the house, images taken using a phone in foggy weather are not suitable for automation due to low contrast.
Usually, it is revised in the dark channel prior (DCP) method (K.
He et al.
2009), but the non-sky bright area exists due to mistakes in the removal.
In this paper, we propose an algorithm, defog-based generative adversarial network (DbGAN).
We use generative adversarial network (GAN) for training and embed target map (TM) in the anti-network generator, only the part of bright area layer of image, in local attention model image training and testing in deep learning, and the effective processing of the wrong removal part is achieved, thus better restoring the defog image.
Then, the DCP method obtains a good defog visual effect, and the evaluation index peak signal-to-noise ratio (PSNR) is used to make a judgment; the simulation result is consistent with the visual effect.
We proved the DbGAN is a practical import of target map in the GAN.
The algorithm is used defogging in the highlighted area is well realized, which makes up for the shortcomings of the DCP algorithm.
American Psychological Association (APA)
Ma, Rui-Qiang& Shen, Xing-Run& Zhang, Shan-Jun. 2020. Single Image Defogging Algorithm Based on Conditional Generative Adversarial Network. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1200774
Modern Language Association (MLA)
Ma, Rui-Qiang…[et al.]. Single Image Defogging Algorithm Based on Conditional Generative Adversarial Network. Mathematical Problems in Engineering No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1200774
American Medical Association (AMA)
Ma, Rui-Qiang& Shen, Xing-Run& Zhang, Shan-Jun. Single Image Defogging Algorithm Based on Conditional Generative Adversarial Network. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1200774
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1200774