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A hierarchical anti-occlusion tracking algorithm based on DMPF and ORB

  • University of Science and Technology of China

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

1 Scopus citations

Abstract

An important issue in video target tracking is to deal with occlusion problem. In this paper, a hierarchical anti-occlusion tracking algorithm based on Dual Mode Particle Filter (DMPF) and Oriented FAST and Rotated BRIEF (ORB) is proposed to improve the location accuracy under different occlusion conditions in video target tracking. In the first layer, DMPF is used to track target and preliminarily locate its position under various occlusion status. By using corner matching in the second layer, the target is precisely located according to ORB similarity and corner coordinate, thus a more accurate position of target is obtained. A modularized occlusion judgment scheme is also presented to switch tracking mode timely and accurately in DMPF and a Quantified Matrix based on Weighted RGB color space (WQM) is introduced for both color feature creation and corner detection to save operation time. Simulation results show that the proposed algorithm could provide high tracking accuracy in a real-time manner for different occlusion status.

Original languageEnglish
Title of host publication2015 IEEE International Conference on Image Processing, ICIP 2015 - Proceedings
PublisherIEEE Computer Society
Pages2979-2983
Number of pages5
ISBN (Electronic)9781479983391
DOIs
StatePublished - Dec 9 2015
EventIEEE International Conference on Image Processing, ICIP 2015 - Quebec City, Canada
Duration: Sep 27 2015Sep 30 2015

Publication series

NameProceedings - International Conference on Image Processing, ICIP
Volume2015-December
ISSN (Print)1522-4880

Conference

ConferenceIEEE International Conference on Image Processing, ICIP 2015
Country/TerritoryCanada
CityQuebec City
Period09/27/1509/30/15

Keywords

  • DMPF
  • occlusion
  • ORB
  • target tracking

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