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Saliency detection and edge feature matching approach for crater extraction

An Liu1, Donghua Zhou1, Lixin Chen2, and Maoyin Chen1   

  1. 1. Department of Automation, Tsinghua University, Beijing 100084, China;
    2. Beijing Institute of Special Electronic-mechanical Technology, Beijing 100012, China
  • Online:2015-12-25 Published:2010-01-03

Abstract:

Craters are salient terrain features on planetary surfaces,and provide useful information about the relative dating ofgeological unit of planets. In addition, they are ideal landmarksfor spacecraft navigation. Due to low contrast and uneven illumination,automatic extraction of craters remains a challengingtask. This paper presents a saliency detection method for crateredges and a feature matching algorithm based on edges information.The craters are extracted through saliency edges detection,edge extraction and selection, feature matching of the same crateredges and robust ellipse fitting. In the edges matching algorithm,a crater feature model is proposed by analyzing the relationshipbetween 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 proposedapproach is robust to different lights and topographies, and thedetection rate is larger than 90%.