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Monocular Camera Ranging based on Vehicle Attitude Estimation

  • Bo Li
  • , Zhi Song
  • , Xiaoliang Guo*
  • *Corresponding author for this work
  • Beijing University of Chemical Technology
  • China University of Petroleum - Beijing

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

Abstract

Assisted and autonomous driving technologies are gaining popularity. A key component of autonomous driving technology is affected by the measurement of the distance in front of the vehicle. Distance prediction using monocular cameras is an efficient and low-cost ranging method. There are some limitations to existing monocular camera-based vehicle distance estimation methods. If known object features are used as the calculation standard, the calibration information is easily lost in real-world road conditions. In this paper, we proposed a method for estimating vehicle distances based on vehicle pose estimation and RGB images based on known vehicle metrics without using external references. This method estimates the distance of the vehicle by using the vehicle's characteristics as the calibration value. Good results are obtained after testing on the KITTI dataset.

Original languageEnglish
Title of host publicationProceedings - 2022 10th International Conference on Information Systems and Computing Technology, ISCTech 2022
EditorsLei Zhang, Lixin Li
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages742-747
Number of pages6
ISBN (Electronic)9798350332933
DOIs
Publication statusPublished - 2022
Event10th International Conference on Information Systems and Computing Technology, ISCTech 2022 - Virtual, Online, China
Duration: 28 Dec 202230 Dec 2022

Publication series

NameProceedings - 2022 10th International Conference on Information Systems and Computing Technology, ISCTech 2022

Conference

Conference10th International Conference on Information Systems and Computing Technology, ISCTech 2022
Country/TerritoryChina
CityVirtual, Online
Period28/12/2230/12/22

Keywords

  • Mask-RCNN
  • YoloV5
  • autonomous driving
  • measurement of distance
  • monocular cameras

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