Faculty of Information Technology, BUT

Publication Details

Fast Incremental Bundle Adjustment with Covariance Recovery

ILA Viorela S., POLOK Lukáš, ŠOLONY Marek and ISTENIČ Klemen. Fast Incremental Bundle Adjustment with Covariance Recovery. In: 2017 Fifth International Conference on 3D Vision. Qingdao: Institute of Electrical and Electronics Engineers, 2017, pp. 1-9. ISBN 978-989-8425-47-8.
Czech title
Rychlý Inkrementální Bundle Adjustment s odhadem Kovariance
Type
conference paper
Language
english
Authors
Ila Viorela S., Ing., Ph.D. (ANU)
Polok Lukáš, Ing., Ph.D. (Apple)
Šolony Marek, Ing., PhD. (DCGM FIT BUT)
Istenič Klemen (UOG)
Keywords
bundle adjustment, incremental, covariance, 3D reconstruction, structure from motion
Abstract
Efcient algorithms exist to obtain a sparse 3D representation of the environment. Bundle adjustment (BA) and structure from motion (SFM) are techniques used to estimate both the camera poses and the set of sparse points in the environment. Many applications require such reconstruction to be performed online, while acquiring the data and produce an updated result every step. Furthermore, using active feedback about the quality of the reconstruction can help selecting the best views to increase the accuracy as well as to maintain a reasonable size of the collected data. This paper provides novel and efcient solutions to solving the associated NLS incrementally, and to compute not only the optimal solution but also the associated uncertainty. The proposed technique highly increases the efciency of the incremental BA solver for long camera trajectory applications and provides extremely fast covariance recovery.
Published
2017
Pages
1-9
Proceedings
2017 Fifth International Conference on 3D Vision
Conference
International Conference on 3D Vision, Qingdao, China, CN
ISBN
978-989-8425-47-8
Publisher
Institute of Electrical and Electronics Engineers
Place
Qingdao, CN
DOI
BibTeX
@INPROCEEDINGS{FITPUB11542,
   author = "S. Viorela Ila and Luk\'{a}\v{s} Polok and Marek \v{S}olony and Klemen Isteni\v{c}",
   title = "Fast Incremental Bundle Adjustment with Covariance Recovery",
   pages = "1--9",
   booktitle = "2017 Fifth International Conference on 3D Vision",
   year = 2017,
   location = "Qingdao, CN",
   publisher = "Institute of Electrical and Electronics Engineers",
   ISBN = "978-989-8425-47-8",
   doi = "10.1109/3DV.2017.00029",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/11542"
}
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