A new approach to texture segmentation of remote sensing image based on MRF and particle swarm optimization algorithm

Huazhong Jin; Zequn Guan; Benlin Xiao; Bubin Zhang

doi:10.1117/12.815864

29 December 2008 A new approach to texture segmentation of remote sensing image based on MRF and particle swarm optimization algorithm

Huazhong Jin, Zequn Guan, Benlin Xiao, Bubin Zhang

Author Affiliations +

Proceedings Volume 7285, International Conference on Earth Observation Data Processing and Analysis (ICEODPA); 72851K (2008) https://doi.org/10.1117/12.815864
Event: International Conference on Earth Observation Data Processing and Analysis, 2008, Wuhan, China

Abstract

In this paper, a new texture segmentation approach based on Markov random field (MRF) and global optimal method of particle swarm optimization (PSO) is proposed. According to this approach, firstly the MRF texture model is established, and potential function of Gibbs distribution and the calculating method of Gibbs parameters are represented. Then the fitness function is designed and the PSO is adopted here to solve the maximum a posterior (MAP) estimate. Finally, a comparison of the new algorithm with the Metropolis algorithm and the Gibbs Sampler is made in texture segmentation of remote sensing images. Results show that PSO algorithm can reduce the computational complexity and is much more efficient.

Citation Download Citation

Huazhong Jin, Zequn Guan, Benlin Xiao, and Bubin Zhang "A new approach to texture segmentation of remote sensing image based on MRF and particle swarm optimization algorithm", Proc. SPIE 7285, International Conference on Earth Observation Data Processing and Analysis (ICEODPA), 72851K (29 December 2008); https://doi.org/10.1117/12.815864

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
10 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image segmentation

Particle swarm optimization

Particles

Image processing algorithms and systems

Evolutionary algorithms

Remote sensing

Image processing

Show All Keywords

Keywords/Phrases

Search In:

Publication Years