Generative Adversarial Mapping Nets with Multi-layer Perception for Image Dehazing

	Generative Adversarial Mapping Nets with Multi-layer Perception for Image Dehazing
	Li, Ce 1,2; Zhao, Xinyu 1; Xiao, Limei 1; Du, Shaoyi 2
刊名	Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics
	2017-10-01
卷号	29 期号:10 页码:1835-1843
关键词	Mapping Adversarial learning Discriminative networks Generative adversarial mapping nets Multi-layer perception Multilevels Single image dehazing State-of-the-art methods The haze related features
ISSN号	10039775
英文摘要	Haze has an impact on the quality of the image. Single image dehazing is a challenging ill-posed problem. The traditional dehazing methods have some problems, such as color distortion and limited application scope. To overcome these problems, we propose a generative adversarial mapping nets(GAMN) algorithm for image dehazing. In the training, an adversarial learning mechanism between the generative networks and the discriminative networks was used to obtain the optimal solution of parameters. In the testing, the trained generative networks can translate the haze related features to the medium transmission by multilayer Perception, the medium transmission is related to the depth and help to complete dehazing. Experimental results show that the proposed algorithm is closer to the real color compared with the state-of-the-art method. It can restrain noise and dehaze clearly. © 2017, Beijing China Science Journal Publishing Co. Ltd. All right reserved.
语种	中文
出版者	Institute of Computing Technology
内容类型	期刊论文
源URL	[http://ir.lut.edu.cn/handle/2XXMBERH/114629]
专题	电气工程与信息工程学院
作者单位	1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China; 2.The School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
推荐引用方式 GB/T 7714	Li, Ce,Zhao, Xinyu,Xiao, Limei,et al. Generative Adversarial Mapping Nets with Multi-layer Perception for Image Dehazing[J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,2017,29(10):1835-1843.
APA	Li, Ce,Zhao, Xinyu,Xiao, Limei,&Du, Shaoyi.(2017).Generative Adversarial Mapping Nets with Multi-layer Perception for Image Dehazing.Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,29(10),1835-1843.
MLA	Li, Ce,et al."Generative Adversarial Mapping Nets with Multi-layer Perception for Image Dehazing".Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics 29.10(2017):1835-1843.