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The moving target recognition and tracking using RGB-D data with the mobile robot

  • Yuanhao Liu
  • , Yang Zheng
  • , Linghao Han
  • , Jingmeng Liu
  • , Zhongjie Pan
  • , Fengchi Sun
  • Nankai University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper investigated the problem of moving target recognition and tracking in unknown environments for autonomous mobile robots. The mobile robot is equipped with the Kinect sensor to acquire the appearance and depth information of the environment for target recognition and motion control. As for the visual target recognition, the depth feature is fused with the color feature on the basis of the Kernel Correlation Filtering algorithm (KCF), and the Kalman filtering algorithm based on the target motion state is integrated with the KCF, to cope with such situations as the target occlusion in tracking process. The movement of the robot can be controlled according to the results of visual target recognition and the standard of keeping the target in the central area of the mobile robot's vision. Finally, controlling the mobile robot to track the moving target is realized. The experimental results on Kobuki robot platform prove the effectiveness of the presented method.

Original languageEnglish
Title of host publicationProceedings of the 38th Chinese Control Conference, CCC 2019
EditorsMinyue Fu, Jian Sun
PublisherIEEE Computer Society
Pages4342-4347
Number of pages6
ISBN (Electronic)9789881563972
DOIs
StatePublished - Jul 2019
Externally publishedYes
Event38th Chinese Control Conference, CCC 2019 - Guangzhou, China
Duration: 27 Jul 201930 Jul 2019

Publication series

NameChinese Control Conference, CCC
Volume2019-July
ISSN (Print)1934-1768
ISSN (Electronic)2161-2927

Conference

Conference38th Chinese Control Conference, CCC 2019
Country/TerritoryChina
CityGuangzhou
Period27/07/1930/07/19

Keywords

  • Fused feature
  • Kinect
  • Mobile robot
  • Motion control
  • Object tracking

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