FISS GAN: A Generative Adversarial Network for Foggy Image Semantic Segmentation

doi:10.1109/JAS.2021.1004057

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	FISS GAN: A Generative Adversarial Network for Foggy Image Semantic Segmentation
	Kunhua Liu; Zihao Ye; Hongyan Guo; Dongpu Cao; Long Chen; Fei-Yue Wang
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2021
卷号	8 期号:8 页码:1428-1439
摘要	Because pixel values of foggy images are irregularly higher than those of images captured in normal weather (clear images), it is difficult to extract and express their texture. No method has previously been developed to directly explore the relationship between foggy images and semantic segmentation images. We investigated this relationship and propose a generative adversarial network (GAN) for foggy image semantic segmentation (FISS GAN), which contains two parts: an edge GAN and a semantic segmentation GAN. The edge GAN is designed to generate edge information from foggy images to provide auxiliary information to the semantic segmentation GAN. The semantic segmentation GAN is designed to extract and express the texture of foggy images and generate semantic segmentation images. Experiments on foggy cityscapes datasets and foggy driving datasets indicated that FISS GAN achieved state-of-the-art performance.
关键词	Edge GAN foggy images foggy image semantic segmentation GAN semantic segmentation
DOI	10.1109/JAS.2021.1004057
WOS记录号	WOS:000669496100007
引用统计	被引频次：52[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/44594
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Kunhua Liu,Zihao Ye,Hongyan Guo,et al. FISS GAN: A Generative Adversarial Network for Foggy Image Semantic Segmentation[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(8):1428-1439.
APA	Kunhua Liu,Zihao Ye,Hongyan Guo,Dongpu Cao,Long Chen,&Fei-Yue Wang.(2021).FISS GAN: A Generative Adversarial Network for Foggy Image Semantic Segmentation.IEEE/CAA Journal of Automatica Sinica,8(8),1428-1439.
MLA	Kunhua Liu,et al."FISS GAN: A Generative Adversarial Network for Foggy Image Semantic Segmentation".IEEE/CAA Journal of Automatica Sinica 8.8(2021):1428-1439.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2021-0236.pdf（16859KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载