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Geon recognition using a mobile robot vision system

Posted on:1999-10-10Degree:M.EngType:Thesis
University:McGill University (Canada)Candidate:Ng, Romney Ka-HoFull Text:PDF
GTID:2468390014971119Subject:Engineering
Abstract/Summary:
Geons are simple 3-D geometric primitives proposed by Biederman for object representation. The idea is to segment objects into an arrangement of simple geometric shapes. Objects represented by geons can be identified more easily since the many-to-one mapping of object recognition is reduced to the recognition of a small number of geons. In this project, a vision system is implemented for the search and recognition of geons.; The vision system is composed of a colour camera and a laser range finder, and is mounted on a pan-tilt unit. The entire setup is mounted on a mobile robot. The task of the system can be divided into two phases: The first phase is focus of attention. Our focus of attention algorithm is based on colour. The geons are painted with a pre-determined colour, and the colour camera searches for objects with that colour. Upon detection of a geon, the mobile robot moves towards it in preparation for the next phase.; The second phase is object recognition. With the robot in the proximity of the geon, the laser range finder is used to obtain range data of the geon for recognition. Since only a small number of geons (N = 7) is considered in this project, very sparse range data is sufficient for successful recognition.
Keywords/Search Tags:Geon, Recognition, Mobile robot, Vision, System, Range
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