Image matching based on multiscale increment sign correlation and iterative correction

  • Liping Yan*
  • , Sai Yang
  • , Shuo Li
  • , Yuanqing Xia
  • , Bo Xiao
  • , Yang Liu
  • , Mengyin Fu
  • *Corresponding author for this work

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

Abstract

By combining wavelet transform and increment sign correlation with iterative correction, we present a robust image matching method, which effectively reduced mismatch. Firstly, by decomposing the sensed image and the reference image with wavelet, smooth images are generated in coarse scales. By the use of increment and decrement information of adjacent pixels, smooth images are encoded into binary images, and the matching position can be found by use of the cross correlation function. Wavelet decomposition can effectively remove noise and greatly improve the real-time performance of matching algorithm while increment sign correlation method is not sensitive to the gray level of images. The combination of wavelet transform and increment sign correlation can deal with noise, shadow and occlusion as well as improve the matching speed compared with traditional matching methods. Considering the condition of heavy noise and occlusion that the matching method mentioned above can not find the correct position in condition of heavy noise and occlusion, we present an iterative correction image matching method, i.e. use the above matching result as prior knowledge and achieve the correct matching position by correcting matching results iteratively. Theoretical analysis shows the feasibility of the presented method, and our experiments show its validity.

Original languageEnglish
Title of host publicationProceedings of the 35th Chinese Control Conference, CCC 2016
EditorsJie Chen, Qianchuan Zhao, Jie Chen
PublisherIEEE Computer Society
Pages3946-3950
Number of pages5
ISBN (Electronic)9789881563910
DOIs
Publication statusPublished - 26 Aug 2016
Event35th Chinese Control Conference, CCC 2016 - Chengdu, China
Duration: 27 Jul 201629 Jul 2016

Publication series

NameChinese Control Conference, CCC
Volume2016-August
ISSN (Print)1934-1768
ISSN (Electronic)2161-2927

Conference

Conference35th Chinese Control Conference, CCC 2016
Country/TerritoryChina
CityChengdu
Period27/07/1629/07/16

Keywords

  • Image Matching
  • Increment Sign Correlation
  • Iterative Correction
  • Wavelet Decomposition

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