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Research on Vehicle Forward Target Recognition Algorithm Based on Vision and MMW Radar Fusion

  • Guizhen Yu
  • , Sijia Zhang
  • , Huan Niu
  • , Bin Zhou*
  • , Guoqiang Liu
  • , Da Li
  • *Corresponding author for this work
  • Beihang University

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

Abstract

Vehicle forward target recognition is the most concerned part in the field of environmental perception. In order to overcome the limitation of single sensor in target recognition, this paper proposes a forward target perception algorithm based on fusion of camera and millimeter wave (MMW) radar. Considering the characteristics of object and sensor, this paper divides vehicle forward targets into two categories: close-range target and distant target. For the close-range target, the target information obtained by the two sensors is matched and fused at the data level by using object recognition, monocular vision ranging, Kalman filter and other algorithms. For the distant target, the initial position is determined by the radar detection point, and the target is accurately classified by the visual algorithm. Experimental results show that the proposed algorithm can effectively reduce the rate of missed detection and improve the target stable recognition distance to 90 m. Besides, more accurate and abundant target information can be obtained by this method.

Original languageEnglish
Title of host publicationProceedings of 2019 Chinese Intelligent Systems Conference - Volume III
EditorsYingmin Jia, Junping Du, Weicun Zhang
PublisherSpringer Verlag
Pages518-528
Number of pages11
ISBN (Print)9789813296978
DOIs
StatePublished - 2020
EventChinese Intelligent Systems Conference, CISC 2019 - Haikou, China
Duration: 26 Oct 201927 Oct 2019

Publication series

NameLecture Notes in Electrical Engineering
Volume594
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

ConferenceChinese Intelligent Systems Conference, CISC 2019
Country/TerritoryChina
CityHaikou
Period26/10/1927/10/19

Keywords

  • Close-range target
  • Distant target
  • Region of interest
  • Sensor fusion

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