{"title":"Artificial landmark tracking based on the color histogram","authors":"Kuk-jin Yoon, In-So Kweon","doi":"10.1109/IROS.2001.976354","DOIUrl":null,"url":null,"abstract":"For the fast and accurate self-localization of mobile robots, landmarks can be used very efficiently in the complex workspace. In this paper, we propose a simple color landmark model for self-localization and a fast landmark detection and tracking algorithm based on the proposed landmark model. We develop a color landmark with symmetric and repetitive structures, which shows invariant color histogram characteristics under some geometric distortions. Detection and tracking of the model are accomplished by a factored sampling technique in which color similarity is estimated by the color histogram intersection. We also use the color similarity to update the color histogram model of the landmark model for robust tracking under illumination change. We demonstrate the feasibility of the proposed technique through experiments in cluttered indoor environments.","PeriodicalId":319679,"journal":{"name":"Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2001-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"26","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IROS.2001.976354","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 26

Abstract

For the fast and accurate self-localization of mobile robots, landmarks can be used very efficiently in the complex workspace. In this paper, we propose a simple color landmark model for self-localization and a fast landmark detection and tracking algorithm based on the proposed landmark model. We develop a color landmark with symmetric and repetitive structures, which shows invariant color histogram characteristics under some geometric distortions. Detection and tracking of the model are accomplished by a factored sampling technique in which color similarity is estimated by the color histogram intersection. We also use the color similarity to update the color histogram model of the landmark model for robust tracking under illumination change. We demonstrate the feasibility of the proposed technique through experiments in cluttered indoor environments.
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基于颜色直方图的人工地标跟踪
为了实现移动机器人快速、准确的自定位,在复杂的工作空间中可以非常有效地利用地标。本文提出了一种简单的自定位彩色地标模型,并在此基础上提出了一种快速地标检测与跟踪算法。我们开发了一种具有对称和重复结构的颜色地标,它在一些几何畸变下表现出不变的颜色直方图特征。模型的检测和跟踪是通过一种由颜色直方图交集估计颜色相似度的因子采样技术来完成的。我们还利用颜色相似度来更新地标模型的颜色直方图模型,实现光照变化下的鲁棒跟踪。我们通过在杂乱的室内环境中进行实验,证明了所提出技术的可行性。
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