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Author:

Wang, Xiaomeng (Wang, Xiaomeng.) | Zhao, Dequn (Zhao, Dequn.) | Sun, Guangmin (Sun, Guangmin.) (Scholars:孙光民) | Liu, Xingwang (Liu, Xingwang.) | Wu, Yanli (Wu, Yanli.)

Indexed by:

CPCI-S

Abstract:

With the traditional Gaussian mixture model being more sensitive to light and failing to react to changes of lighting, a variances and a mean update program under local illumination and global illumination mutations are puts forward respectively in this paper. More specifically, a divergent method to update the mean of each Gaussian distribution in the background model is proposed, following the analyses of the average grey value of current image frame and the absolute difference of the average grey value of the background model. An innovative update method to update the variance of Gaussian mixture model is also presented, based on the study of the absolute value of the pixel value and mean value. Experimental results show that the algorithm can not only detect moving targets in a relatively more complete manner, but also exhibits better adaptability and robustness for outdoor lighting mutation.

Keyword:

Improved Gaussian mixture model Gaussian mixture model moving object detection

Author Community:

  • [ 1 ] [Wang, Xiaomeng]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Zhao, Dequn]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Sun, Guangmin]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Xingwang]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Wu, Yanli]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China
  • [ 6 ] [Sun, Guangmin]Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Wang, Xiaomeng]Beijing Univ Technol, Dept Elect Engn, Beijing 100124, Peoples R China

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Source :

PROCEEDINGS OF THE 2015 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER ENGINEERING AND ELECTRONICS (ICECEE 2015)

ISSN: 2352-538X

Year: 2015

Volume: 24

Page: 846-850

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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