[IPOL discuss] [IPOL announce] new article: Fundamental Matrix of a Stereo Pair, with A Contrario Elimination of Outliers
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A new article is available in IPOL: http://www.ipol.im/pub/art/2016/147/
Lionel Moisan, Pierre Moulon, and Pascal Monasse,
Fundamental Matrix of a Stereo Pair, with A Contrario Elimination of
Outliers,
Image Processing On Line, 6 (2016), pp. 89–113.
http://dx.doi.org/10.5201/ipol.2016.147
Abstract
In a stereo image pair, the fundamental matrix encodes the rigidity
constraint of the scene. It combines the internal parameters of both
cameras (which can be the same) and their relative position and
orientation. It associates to image points in one view the so-called
epipolar line in the other view, which is the locus of projection of the
same 3D point, whose particular position on the straight line is
determined by its depth. Reducing the correspondence search to a 1D line
instead of the 2D image is a large benefit enabling the computation of
the dense 3D scene. The estimation of the matrix depends on at least
seven pairs of corresponding points in the images. The algorithm
discarding outliers presented here is a variant of the classical RANSAC
(RANdom SAmple Consensus) based on a contrario methodology and proposed
first by Moisan and Stival in 2004 under the name ORSA. The
distinguishing feature of this algorithm compared to other RANSAC
variants is that the measure of validity of a set of point pairs is not
its sheer number, but a combination of this number and the geometric
precision of the points.
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