Saliency detection and edge feature matching approach for crater extraction  被引量:2

Saliency detection and edge feature matching approach for crater extraction

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作  者:An Liu Donghua Zhou Lixin Chen Maoyin Chen 

机构地区:[1]Department of Automation, Tsinghua University [2]Beijing Institute of Special Electronic-mechanical Technology

出  处:《Journal of Systems Engineering and Electronics》2015年第6期1291-1300,共10页系统工程与电子技术(英文版)

基  金:supported by the National Natural Science Foundation of China(61210012)

摘  要:Craters are salient terrain features on planetary surfaces, and provide useful information about the relative dating of geological unit of planets. In addition, they are ideal landmarks for spacecraft navigation. Due to low contrast and uneven illumination, automatic extraction of craters remains a challenging task. This paper presents a saliency detection method for crater edges and a feature matching algorithm based on edges informa- tion. The craters are extracted through saliency edges detection, edge extraction and selection, feature matching of the same crater edges and robust ellipse fitting. In the edges matching algorithm, a crater feature model is proposed by analyzing the relationship between highlight region edges and shadow region ones. Then, crater edges are paired through the effective matching algorithm. Experiments of real planetary images show that the proposed approach is robust to different lights and topographies, and the detection rate is larger than 90%.Craters are salient terrain features on planetary surfaces, and provide useful information about the relative dating of geological unit of planets. In addition, they are ideal landmarks for spacecraft navigation. Due to low contrast and uneven illumination, automatic extraction of craters remains a challenging task. This paper presents a saliency detection method for crater edges and a feature matching algorithm based on edges informa- tion. The craters are extracted through saliency edges detection, edge extraction and selection, feature matching of the same crater edges and robust ellipse fitting. In the edges matching algorithm, a crater feature model is proposed by analyzing the relationship between highlight region edges and shadow region ones. Then, crater edges are paired through the effective matching algorithm. Experiments of real planetary images show that the proposed approach is robust to different lights and topographies, and the detection rate is larger than 90%.

关 键 词:CRATER automatic extraction visual saliency featurematching edge detection. 

分 类 号:P185[天文地球—天文学]

 

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