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Application of optical flow field for intelligent tracking system

  • Xia Yupeng*
  • , Wang Xin
  • , Hu Feng
  • *Corresponding author for this work
  • Shenzhen Polytechnic
  • Harbin Institute of Technology Shenzhen

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

Abstract

In order to make the data responding to the edges of moving objects expand to the area, whose gray level is flat, it needs to keep iterative numbers large enough on gradient-based optical flow algorithm. The traditional approaches need a large amount of calculation, but results accuracy is low. The gradient number accuracy and reliability will directly determine the result of optical flow algorithm. In the hope of improving numerical reliability of image gradient data, we have used four methods to manage gradient number effectively, which are Hessian matrix distinguishing, Gaussian filtering standard deviation amending, mean model amending and multi-image comparing. The four algorithms mentioned above were applied to tracking contours and segmentation of car images on the traffic scene. From the experimental results, it is shown that both the calculation convergence speed and accuracy of our methods have greatly improved compared with traditional algorithms,the feasibility and validity of those methods were confirmed.

Original languageEnglish
Title of host publicationProceedings - 2008 2nd International Symposium on Intelligent Information Technology Application, IITA 2008
Pages824-828
Number of pages5
DOIs
StatePublished - 2008
Externally publishedYes
Event2008 2nd International Symposium on Intelligent Information Technology Application, IITA 2008 - Shanghai, China
Duration: 21 Dec 200822 Dec 2008

Publication series

NameProceedings - 2008 2nd International Symposium on Intelligent Information Technology Application, IITA 2008
Volume2

Conference

Conference2008 2nd International Symposium on Intelligent Information Technology Application, IITA 2008
Country/TerritoryChina
CityShanghai
Period21/12/0822/12/08

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