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文章基本信息

  • 标题:Visual Odometry for Planetary Exploration Rovers in Sandy Terrains
  • 作者:Linhui Li ; Jing Lian ; Lie Guo
  • 期刊名称:International Journal of Advanced Robotic Systems
  • 印刷版ISSN:1729-8806
  • 电子版ISSN:1729-8814
  • 出版年度:2013
  • 卷号:10
  • 期号:5
  • 页码:234
  • DOI:10.5772/56342
  • 语种:English
  • 出版社:SAGE Publications
  • 摘要:Abstract Visual odometry provides planetary exploration rovers with accurate knowledge of their position and orientation, which needs effective feature tracking results, especially in barren sandy terrains. In this paper, a stereovision based odometry algorithm is proposed for a lunar rover, which is composed of corner extraction, feature tracking and motion estimation. First, a morphology based image enhancement method is studied to guarantee enough corners are extracted. Second, a Random Sample Consensus (RANSAC) algorithm is proposed to make a robust estimation of the fundamental matrix, which is the basic and critical part of feature matching and tracking. Then, the 6 degrees of freedom rover position and orientation is estimated by the RANSAC algorithm. Finally, experiments are performed in a simulated lunar surface environment using a prototype rover, which have confirmed the feasibility and effectiveness of the proposed method.
  • 关键词:Visual Odometry; Sandy Terrain; Feature Tracking; Motion Estimation
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