Buch, Englisch, Band 133, 111 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 377 g
Their Role in Autonomous Navigation
Buch, Englisch, Band 133, 111 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 377 g
Reihe: Springer Tracts in Advanced Robotics
ISBN: 978-3-031-09395-1
Verlag: Springer International Publishing
This book introduces several appearance-based place recognition pipelines based on different mapping techniques for addressing loop-closure detection in mobile platforms with limited computational resources. The motivation behind this book has been the prospect that in many contemporary applications efficient methods are needed that can provide high performance under run-time and memory constraints. Thus, three different mapping techniques for addressing the task of place recognition for simultaneous localization and mapping (SLAM) are presented. The book at hand follows a tutorial-based structure describing each of the main parts needed for a loop-closure detection pipeline to facilitate the newcomers. It mainly goes through a historical review of the problem, focusing on how it was addressed during the years reaching the current age. This way, the reader is initially familiarized with each part while the place recognition paradigms follow.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Technische Wissenschaften Technik Allgemein Mess- und Automatisierungstechnik
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
- Technische Wissenschaften Elektronik | Nachrichtentechnik Nachrichten- und Kommunikationstechnik Regelungstechnik
- Technische Wissenschaften Elektronik | Nachrichtentechnik Elektronik Robotik
Weitere Infos & Material
The revisiting problem in simultaneous localization and mapping.- Benchmarking.- Probabilistic appearance-based place recognition through hierarchical mapping.- Dynamic places’ de?nition for sequence-based visual place recognition.- Modest-vocabulary loop-closure detection with incremental bag of Tracked words.- Open challenges and conclusion.
