Automatic extraction of foreground objects from Mars images

被引:1
|
作者
Wang Shuliang [1 ,2 ]
Liu Chang [1 ]
Wu Shangru [1 ]
Nie Qianqian [1 ]
Wang Yongtao [1 ]
Zeng Shi [1 ,3 ]
Zhu Haifeng [1 ]
机构
[1] Wuhan Univ, Int Sch Software, 129 Luoyu Rd, Wuhan 430079, Hubei, Peoples R China
[2] Inner Mongolia Univ, Inner Mongolia Autonomous Reg, Key Lab Data Min & Knowledge Engn, Hohhot 010021, Peoples R China
[3] East Michigan Univ, Dept Geog, Ypsilanti, MI 48197 USA
基金
中国国家自然科学基金;
关键词
automatic object extraction; Mars images; homomorphic filtering; wavelet transformation; active contour; edge detection;
D O I
10.1080/10095020.2012.708147
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
A novel method is proposed to automatically extract foreground objects from Martian surface images. The characteristics of Mars images are distinct, e.g. uneven illumination, low contrast between foreground and background, much noise in the background, and foreground objects with irregular shapes. In the context of these characteristics, an image is divided into foreground objects and background information. Homomorphism filtering is first applied to rectify brightness. Then, wavelet transformation enhances contrast and denoises the image. Third, edge detection and active contour are combined to extract contours regardless of the shape of the image. Experimental results show that the method can extract foreground objects from Mars images automatically and accurately, and has many potential applications.
引用
收藏
页码:17 / 25
页数:9
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