Structure from motion: A new look from the point of view of invariant theory

被引:14
|
作者
Bazin, PL [1 ]
Boutin, M
机构
[1] Brown Univ, Dept Engn, Providence, RI 02912 USA
[2] Max Planck Inst Math Sci, D-04103 Leipzig, Germany
关键词
structure from motion; group action; invariants; moving frame; pinpoint camera; orthographic camera;
D O I
10.1137/S003613990340246X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a novel simple formulation of the problem of 3D object reconstruction from images. In this formulation, the object is seen as lying at the intersection of the projection of orbits of custom built Lie group actions. The group parameters correspond to unknown irrelevant quantities such as the camera orientation, the depth parameters of the object with respect to the camera, and the focal length. We then use an algorithmic method based on moving frames a la Fels-Olver to obtain a fundamental set of invariants of these group actions. The invariants are used to de. ne a set of equations determining the 3D object, thus providing a mathematical formulation of the problem where the irrelevant parameters do not appear.
引用
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页码:1156 / 1174
页数:19
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