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  • 學位論文

影像特徵初始化及其在機器人同時定位與建圖的應用

Image Feature Initialization and Its Applications on Robot Simultaneous Localization and Mapping

指導教授 : 王銀添

摘要


本研究將以影像區域特徵(image region features)追蹤與偵測方法規劃機器人的感測模型,提供人形機器人系統同時建立環境地圖與自我定位、以及物件方向與位置偵測之用。本研究的內容分為三個部分:包括影像區域特徵的偵測與追蹤,特徵初始化(feature initialization)程序的規劃,機器人同時定位與建圖、以及移動物件方位偵測的應用等。發展的視覺模組應用在具備前視型攝影機的小型人形機器人系統上。

並列摘要


In this thesis, the method of image feature detecting and tracking is utilized to develop the sensor module of a robot, and provided for robot simultaneous self-localization and mapping, as well as detection of the position and orientation of an object. The research is divided into three stages: including the detection and tracking of image region features; the algorithm of feature initialization; and the task of simultaneous localization and mapping, as well as the detection of the position and orientation for a moving object. The developed vision module is applied to a small-size humanoid robot system with a frontal camera.

參考文獻


[19]. 張哲銘,2009,小型人形機器人系統之視覺式同時定位與建圖,淡江大學機械與機電工程學系碩士論文。
[20]. 黃禹文,2009,視覺式機器人自我定位與移動物體的狀態估測,淡江大學機械與機電工程學系碩士論文。
[1]. Baumberg, A., 2000, Reliable feature matching across widely separated views, Proceedings Computer Vision and Pattern Recognition, pp.774-781.
[3]. Bay, H., A. Ess, T. Tuytelaars, L. Van Gool, 2008, SURF: speeded up robust features, Computer Vision and Image Understanding, vol.110, pp.346-359.
[5]. Durrant-Whyte, H., and T. Bailey, 2006, Simultaneous Localization and Mapping: Part 1, IEEE Robotics and Automation Magazine.

被引用紀錄


張哲銘(2009)。小型人形機器人系統之視覺式同時定位與建圖〔碩士論文,淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2009.00299
黃禹文(2009)。視覺式機器人自我定位與移動物體的狀態估測〔碩士論文,淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2009.00297

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