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视觉SLAM综述

权美香 朴松昊 李国

智能系统学报2016,Vol.11Issue(6):768-776,9.
智能系统学报2016,Vol.11Issue(6):768-776,9.DOI:10.11992/tis.201607026

视觉SLAM综述

An overview of visual SLAM

权美香 1朴松昊 1李国1

作者信息

  • 1. 哈尔滨工业大学 多智能体机器人实验室,黑龙江 哈尔滨 150000
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摘要

Abstract

Visual SLAM refers to simultaneously localizing itself and reconstructing the environment map using cameras as the only external sensor.The quality of the map created by SLAM plays a decisive role in the performance of the subsequent automatic localization, path planning, and obstacle avoidance.This paper introduced the feature-based visual SLAM and direct visual SLAM methods;the major symbolic achievement of visual SLAM;the main research laboratory of SLAM;and the method of SIFT, SURF, and ORB feature detection and matching, key frame selection.In addition, this paper summarized the loop closure detection and map optimization that removed the accumulated error.In the end, the development tendency and research highlights of SLAM were discussed and the advantages and disadvantages of monocular SLAM, binocular SLAM, and RGB_D SLAM were analyzed.

关键词

视觉同步定位与创建地图/单目视觉/RGB_DSLAM/特征检测与匹配/闭环检测

Key words

visual simultaneous localization and mapping/monocular vision/RGB_D/feature detection and matching/loop closure detection

分类

信息技术与安全科学

引用本文复制引用

权美香,朴松昊,李国..视觉SLAM综述[J].智能系统学报,2016,11(6):768-776,9.

基金项目

国家自然科学基金面上项目(61375081). (61375081)

智能系统学报

OA北大核心CSCDCSTPCD

1673-4785

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