Gibbs distributions and Markov random field model: application on background modeling in video surveillance

Lihua Guo; Jianhua Li; Liya Chen; Shutang Yang

doi:10.1117/12.524665

18 May 2004 Gibbs distributions and Markov random field model: application on background modeling in video surveillance

Lihua Guo, Jianhua Li, Liya Chen, Shutang Yang

Proceedings Volume 5297, Real-Time Imaging VIII; (2004) https://doi.org/10.1117/12.524665
Event: Electronic Imaging 2004, 2004, San Jose, California, United States

Abstract

Recently, backgrounds modeling methods that employ Time-Adaptive, Per Pixel, and Mixture of Gaussians (TAPPMOG) model have become more and more popular owing to their intrinsic appealing properties in video surveillance. Nevertheless, they are not able parse to monitor global changes in the scene, because they model the background as a set of independent pixel processes. In this paper, Gibbs Distributions-Markov Random Field (GDMRF) model is applied to the background modeling, and then the Simulated Annealing algorithm is developed to extract the background from video sequences. Experimental comparison between our methods and a classic pixel-based approach reveals that our proposed method is really effective in recovering from situations of sudden global illumination changes of the background, and can perfectly adapt the object moving in the background.

Citation Download Citation

Lihua Guo, Jianhua Li, Liya Chen, and Shutang Yang "Gibbs distributions and Markov random field model: application on background modeling in video surveillance", Proc. SPIE 5297, Real-Time Imaging VIII, (18 May 2004); https://doi.org/10.1117/12.524665

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Video surveillance

Video

Algorithms

Algorithm development

Magnetorheological finishing

Computer vision technology

Image processing

Show All Keywords

Keywords/Phrases

Search In:

Publication Years