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3D reconstruction using a stereo vision system with simplified inter-camera geometry

Posted on:2011-02-20Degree:M.ScType:Thesis
University:University of Windsor (Canada)Candidate:Wang, ZhuoFull Text:PDF
GTID:2448390002954088Subject:Artificial Intelligence
Abstract/Summary:
This thesis addresses the relationship between camera configuration and 3D Euclidean reconstruction. Simulations have been conducted and have shown that when error is present, the larger rotation angle, the worse the reconstruction quality. When rotation is avoided, errors in the intrinsic parameters do not affect the 3D reconstruction in a significant way. Therefore, it is suggested to minimize or avoid rotation when constructing a stereo vision system. Once this configuration is applied, inaccurate intrinsic parameters, even without the prior information of intrinsic parameters, can also yield good reconstruction quality. The configuration of pure translation also provides a framework, which can be used to compute elements of intrinsic parameters with an additional geometry constraint. The perpendicular constraint is selected as an example. Focal length can be recovered from this constraint by assuming the principal point is the centre of the image.
Keywords/Search Tags:Reconstruction, Intrinsic parameters
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