In this paper we present ProSLAM, a lightweight open-source stereo visual SLAM system designed with simplicity in mind. This work stems from the experience gathered by the authors while teaching SLAM and aims at providing a highly modular system that can be easily implemented and understood. Rather than focusing on the well known mathematical aspects of stereo visual SLAM, we highlight the data structures and the algorithmic aspects required to realize such a system. We implemented ProSLAM using the C++ programming language in combination with a minimal set of standard libraries. The results of a thorough validation performed on several standard benchmark datasets show that ProSLAM achieves precision comparable to state-of-the-art approaches, while requiring substantially less computation.
ProSLAM: Graph SLAM from a Programmer's Perspective / Schlegel, Dominik; Colosi, Mirco; Grisetti, Giorgio. - (2018), pp. 3833-3840. (Intervento presentato al convegno 2018 IEEE International Conference on Robotics and Automation (ICRA) tenutosi a Brisbane, Australia) [10.1109/ICRA.2018.8461180].
ProSLAM: Graph SLAM from a Programmer's Perspective
SCHLEGEL, DOMINIK
Primo
;COLOSI, MIRCO
Secondo
;Grisetti, Giorgio
Ultimo
2018
Abstract
In this paper we present ProSLAM, a lightweight open-source stereo visual SLAM system designed with simplicity in mind. This work stems from the experience gathered by the authors while teaching SLAM and aims at providing a highly modular system that can be easily implemented and understood. Rather than focusing on the well known mathematical aspects of stereo visual SLAM, we highlight the data structures and the algorithmic aspects required to realize such a system. We implemented ProSLAM using the C++ programming language in combination with a minimal set of standard libraries. The results of a thorough validation performed on several standard benchmark datasets show that ProSLAM achieves precision comparable to state-of-the-art approaches, while requiring substantially less computation.File | Dimensione | Formato | |
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