Pose estimation for objects with planar surfaces using eigenimage and range data analysis |
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Authors: | Ovidiu Ghita Paul F. Whelan David Vernon John Mallon |
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Affiliation: | (1) Vision Systems Laboratory, School of Electronic Engineering, Dublin City University, Dublin 9, Ireland;(2) Department of Computer Engineering, Etisalat University College, Sharjah, United Arab Emirates |
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Abstract: | In this paper we present a novel method for estimating the object pose for 3D objects with well-defined planar surfaces. Specifically,
we investigate the feasibility of estimating the object pose using an approach that combines the standard eigenspace analysis
technique with range data analysis. In this sense, eigenspace analysis was employed to constrain one object rotation and reject
surfaces that are not compatible with a model object. The remaining two object rotations are estimated by computing the normal
to the surface from the range data. The proposed pose estimation scheme has been successfully applied to scenes defined by
polyhedral objects and experimental results are reported. |
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Keywords: | Image segmentation Eigenimage analysis Range data Surface orientation 3D pose estimation |
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