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Online Appearance-Based Place Recognition and Mapping : Their Role in Autonomous Navigation (Springer Tracts in Advanced Robotics)

By: Antonios Gasteratos (Author) , Konstantinos A. Tsintotas (Author) , Loukas Bampis (Author)

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Ksh 20,500.00

Format: Hardback or Cased Book

ISBN-10: 303109395X

ISBN-13: 9783031093951

Collection / Series: Springer Tracts in Advanced Robotics

Collection Type: Publisher collection

Edition statement: 2022 ed.

Publisher: Springer International Publishing AG

Imprint: Springer International Publishing AG

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Sep 2nd, 2022

Publication Status: Active

Product extent: 111 Pages

Product Classification / Subject(s): Automatic control engineering
Artificial intelligence

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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.

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.


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