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基于彩色立体视觉的障碍物快速检测方法 被引量:13

Fast Method for Obstacle Detection Based on Color Stereo Vision
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摘要 1引言 移动机器人是能够在道路和野外连续地、实时地自主运动的智能机器人,是一种集环境感知、动态决策与规划、行为控制与执行等多项功能于一体的高智能化机器系统,其研究涉及图像实时处理、计算机视觉、传感器技术、人工智能、自动控制、计算机并行处理技术、机械学等多学科理论与技术,体现了信息科学和人工智能技术的最新成果,具有重要的军用及民用价值,该研究已成为国际机器人研究领域的热点. Real-time obstacle detection method is a key technique for machine vision based mobile robot and autonomous land vehicle navigation in unstructured environments. In this paper, considering the real-time requirement for stereo matching algorithm, an adaptive color segmentation method for possible obstacle region detection is first developed based on the color feature, and a simple region based stereo matching algorithm of binocular vision for real obstacle recognition is also introduced. Obstacle detection is implemented by combining the road color adaptive segmentation method and region based stereovision method. Lots of experiment results show that the proposed approach can detect obstacle quickly and effectively, and this algorithm is particularly suited for road environments in which the road is relatively flat and of roughly the same color.
出处 《计算机科学》 CSCD 北大核心 2003年第9期72-75,共4页 Computer Science
基金 国家自然科学基金(项目编号:60105003)
关键词 移动机器人 智能机器人 彩色立体视觉 障碍物快速检测方法 Stereo vision, Obstacle detection, Mobile robot, Image segmentation
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参考文献4

  • 1Williamson T, Thorpe C. A trinocular stereo system for highway obstacle detection. In: Proc of IEEE Int Conf on Robotics and Automation, 1999,3 :2267-2273.
  • 2Okutomi M, Kanade T. A multiple-baseline stereo. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1993, 15 (4):353-363.
  • 3Mandelbaum R, Hansen M, et al. Vision for autonomous mobility: image processing on the VFE-200.In: Proc of IEEE Intl Symposium on Computational Intelligence in Robotics and Automation (CIRA), Intelligent Systems and Semiotics (ISAS), 1998. 671-676.
  • 4Tao Y, et al. Fourier-based separation technique for shape grading of potatoes using machine vision. Transaction of the ASAE, 1995,38 (3): 949-957.

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