TY - JOUR
T1 - Automatic extraction of foreground objects from Mars images
AU - Wang, Shuliang
AU - Liu, Chang
AU - Wu, Shangru
AU - Nie, Qianqian
AU - Wang, Yongtao
AU - Zeng, Shi
AU - Zhu, Haifeng
PY - 2012
Y1 - 2012
N2 - 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.
AB - 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.
KW - Active contour
KW - Automatic object extraction
KW - Edge detection
KW - Homomorphic filtering
KW - Mars images
KW - Wavelet transformation
UR - https://www.scopus.com/pages/publications/84881012161
U2 - 10.1080/10095020.2012.708147
DO - 10.1080/10095020.2012.708147
M3 - Article
AN - SCOPUS:84881012161
SN - 1009-5020
VL - 15
SP - 17
EP - 25
JO - Geo-Spatial Information Science
JF - Geo-Spatial Information Science
IS - 1
ER -