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Video-Based Background/Foreground Estimation for Vehicle Detection

  • Zbigniew Czapla

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

2 Citations (Scopus)

Abstract

The paper describes a new approach to background/foreground estimation in images from a video stream. The proposed method is based on the analysis of small gradients in images. The video stream is recorded with the camera mounted in the measuring station above the road and directed along the road. Input images are converted into binary form and divided into square blocks. For each block the sum of binary values is calculated. Blocks are assigned to the background or to the foreground of an input image. Background/foreground assignment depends on sums of binary values within individual blocks. Vehicle detection is carried out through the analysis of blocks assigned to the foreground. The proposed method of background/foreground estimation is intended for systems of traffic measurements and surveillance.

Original languageEnglish
Title of host publicationIntelligent Solutions for Cities and Mobility of the Future
EditorsGrzegorz Sierpiński
PublisherSpringer Science and Business Media Deutschland GmbH
Pages110-119
Number of pages10
ISBN (Print)9783030911553
DOIs
Publication statusPublished - 2022
Event17th Scientific and Technical Conference on Transport Systems Theory and Practice, TSTP 2021 - Virtual, Online
Duration: 20 Sept 202121 Sept 2021

Publication series

NameLecture Notes in Networks and Systems
Volume352 LNNS
ISSN (Print)2367-3370
ISSN (Electronic)2367-3389

Conference

Conference17th Scientific and Technical Conference on Transport Systems Theory and Practice, TSTP 2021
CityVirtual, Online
Period20/09/2121/09/21

Keywords

  • Background/foreground estimation
  • Image gradients
  • Image partitioning
  • Vehicle detection

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Signal Processing
  • Computer Networks and Communications

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