Thin cloud removal from single satellite images

被引:57
|
作者
Liu, Jun [1 ]
Wang, Xing [2 ]
Chen, Min [3 ]
Liu, Shuguang [1 ]
Zhou, Xiran [3 ]
Shao, Zhenfeng [3 ]
Liu, Ping [4 ]
机构
[1] Chinese Acad Sci, Chongqing Inst Green & Intelligent Technol, Chongqing 400122, Peoples R China
[2] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan 430079, Peoples R China
[3] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R China
[4] Chinese Acad Sci, Shenzhen Inst Adv Technol, China Lab High Performance Geocomputat, Shenzhen 518055, Peoples R China
来源
OPTICS EXPRESS | 2014年 / 22卷 / 01期
基金
对外科技合作项目(国际科技项目);
关键词
ENHANCEMENT; RETINEX;
D O I
10.1364/OE.22.000618
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A novel method for removing thin clouds from single satellite image is presented based on a cloud physical model. Given the unevenness of clouds, the cloud background is first estimated in the frequency domain and an adjustment function is used to suppress the areas with greater gray values and enhance the dark objects. An image, mainly influenced by transmission, is obtained by subtracting the cloud background from the original cloudy image. The final image with proper color and contrast is obtained by decreasing the effect of transmission using the proposed maxmin radiation correction approach and an adaptive brightness factor. The results indicate that the proposed method can more effectively remove thin clouds, improve contrast, restore color information, and retain detailed information compared with the commonly used image enhancement and haze removal methods. (C)2014 Optical Society of America
引用
收藏
页码:618 / 632
页数:15
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