Fast Non-minimal Solvers for Planar Motion Compatible Homographies

Marcus Örnhag

2019

Abstract

This paper presents a novel polynomial constraint for homographies compatible with the general planar motion model. In this setting, compatible homographies have five degrees of freedom—instead of the general case of eight degrees of freedom—and, as a consequence, a minimal solver requires 2.5 point correspondences. The existing minimal solver, however, is computationally expensive, and we propose using non-minimal solvers, which significantly reduces the execution time of obtaining a compatible homography, with accuracy and robustness comparable to that of the minimal solver. The proposed solvers are compared with the minimal solver and the traditional 4-point solver on synthetic and real data, and demonstrate good performance, in terms of speed and accuracy. By decomposing the homographies obtained from the different methods, it is shown that the proposed solvers have future potential to be incorporated in a complete Simultaneous Localization and Mapping (SLAM) framework.

Paper Citation

in Harvard Style

Örnhag M. (2019). Fast Non-minimal Solvers for Planar Motion Compatible Homographies.In Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-758-351-3, pages 40-51. DOI: 10.5220/0007258600400051

in Bibtex Style

@conference{icpram19,
author={Marcus Örnhag},
title={Fast Non-minimal Solvers for Planar Motion Compatible Homographies},
booktitle={Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2019},
pages={40-51},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007258600400051},
isbn={978-989-758-351-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Fast Non-minimal Solvers for Planar Motion Compatible Homographies
SN - 978-989-758-351-3
AU - Örnhag M.
PY - 2019
SP - 40
EP - 51
DO - 10.5220/0007258600400051