Deep Neural Network–Based Loop Detection for Visual Simultaneous Localization and Mapping Featuring Both Points and Lines

Herein, a visual simultaneous localization and mapping (SLAM) is proposed in which both points and lines are extracted as features and a deep neural network is adopted for loop detection. Its working principles, including the representation, extraction, description, and matching of lines, initializa...

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Bibliographic Details
Main Authors: Yang Li, Chao Ping Chen, Nizamuddin Maitlo, Lantian Mi, Wenbo Zhang, Jie Chen
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Advanced Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1002/aisy.201900107