3D reconstruction using trinocular geometry
Keywords:
Computer vision, Photogrammetry, 3D Reconstruction, Free SoftwareAbstract
Abstract: Structure from motion is a computer vision problem that seeks obtain tridimentional scenes from a set of images shot from different points of view without having any previously camera configuration knowledge. The main approach consists in building a base reconstruction with two images, followed up by insertion of images one by one until the complete reconstruction. In spite of it’s robustness, there are cases that it’s not possible to make the two-view camera initialization leaving SfM systems not conclude the reconstruction process. Recently it is used three image as geometric base that shows bigger robustness potential by providing better reliability in getting correspondences and cameras being proposed as an alternative when two-view initialization fails. Only recently pratical ones could being made due the improvement of solver thechnnieques. These improvements made relative camera pose estimation more robust and efficient by using three oriented SIFT features. This article exposes the recent advances in trinocular geometry into the open source software openMVG alongside provided experimental results showing it’s practical robustness.
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References
Apple ARKit Team. Understanding arkit tracking and detection. WWDC, 2018. URL https://developer.apple.com/videos/play/wwdc2018/610.
Ricardo Fabbri, Timothy Duff, Hongyi Fan, Margaret H Regan, David da Costa de Pinho, Elias Tsigaridas, Charles W Wampler, Jonathan D Hauenstein, Peter J Giblin, Benjamin Kimia, and Tomas Pajdla. Camera pose estimation using first-order curve differential geometry. IEEE Transactions on Pattern Analysis and Machine Intelligence, pages 1–1, 2022.
Olivier Faugeras and Quang-Tuan Luong. The Geometry of Multiple Images. MIT Press, Cambridge, MA, USA, 2001. ISBN 0262062208.
R. I. Hartley and A. Zisserman. Multiple View Geometry in Computer Vision. Cambridge University Press, ISBN: 0521540518, second edition, 2004.
Jonathan D. Hauenstein and Andrew J. Sommese. What is numerical algebraic geometry? Journal of Symbolic Computation, 79: 499–507, 2017. ISSN 0747-7171. doi: ttps://doi.org/10.1016/j.jsc.2016.07.015. URL: https://www.sciencedirect.com/science/article/pii/S0747717116300529. SI: Numerical Algebraic Geometry.
Internet. Ransac. https://en.wikipedia.org/wiki/Random_sample_consensus, August 2023a.
Pierre Moulon, Pascal Monasse, Romuald Perrot, and Renaud Marlet. OpenMVG: Open multiple view geometry. In International Workshop on Reproducible Research in Pattern Recognition, pages 60–74. Springer, 2016.
Johannes Lutz Schonberger¨ and Jan-Michael Frahm. Structure-from-motion revisited. In Conference on Computer Vision and Pattern Recognition (CVPR), 2016.
Johannes Lutz Schonberger, Enliang Zheng, Marc Pollefeys, and Jan-Michael Frahm. Pixelwise view selection for unstructured multi-view stereo. In European Conference on Computer Vision (ECCV), 2016.
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