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Mastering OpenCV 3 - Second Edition

You're reading from  Mastering OpenCV 3 - Second Edition

Product type Book
Published in Apr 2017
Publisher
ISBN-13 9781786467171
Pages 250 pages
Edition 2nd Edition
Languages
Author (1):
Jason Saragih Jason Saragih
Profile icon Jason Saragih
Toc

Structure from Motion concepts

The first discrimination we should make is the difference between stereo (or indeed any multiview) and 3D reconstruction using calibrated rigs and SfM. A rig of two or more cameras assumes that we already know the motion between the cameras, while in SfM, we don't know what this motion is and we wish to find it. Calibrated rigs, from a simplistic point of view, allow a much more accurate reconstruction of 3D geometry because there is no error in estimating the distance and rotation between the cameras, it is already known. The first step in implementing an SfM system is finding the motion between the cameras. OpenCV may help us in a number of ways to obtain this motion, specifically using the findFundamentalMat and findEssentialMat functions.

Let's think for one moment of the goal behind choosing an SfM algorithm. In most cases, we wish to obtain the geometry of...

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