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Monocular vision based particle filter localization in urban environments (0)

by K Leung
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Localization in Urban Environments by Matching Ground Level Video Images with an Aerial Image

by Keith Yu, Kit Leung, Christopher M. Clark, Jan P. Huissoon
"... Abstract — This paper presents the design of a monocular vision based particle filter localization system for urban settings that uses aerial orthoimagery as the reference map. One of the design objectives is to provide a low cost method for outdoor localization using a single camera. This relaxes t ..."
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Abstract — This paper presents the design of a monocular vision based particle filter localization system for urban settings that uses aerial orthoimagery as the reference map. One of the design objectives is to provide a low cost method for outdoor localization using a single camera. This relaxes the need for global positioning system (GPS) which may experience degraded reliability in urban settings. The second objective is to study the achievable localization performance with the aforementioned resources. Image processing techniques are employed to create a feature map from an aerial image, and also to extract features from camera images to provide observations that are used by a particle filter for localization. I.
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... are always extracted first. Furthermore, the algorithm discourages the extraction of multiple overlapping line segments in areas of the edge map where edge density is high. For more detail, refer to =-=[10]-=-. Extracted line segments are further processed so that segments that are almost parallel and close to each other are merged to a single line. A simple building model is then used to distinguish wheth...

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by Matthew P. Schlachtman , 2010
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...base of images to serve as the map inslocalization. Zhang et al. [4] captured images at various points in an operating workspace andstagged them with GPS position readings to create an image database =-=[3]-=-. Similar work has alsosbeen done by looking at the details of building facades. In the most related and recent workspresented in [7], a robot is first guided through a course as it records a video of...

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