模式识别与人工智能
Thursday, Apr. 10, 2025 Home      About Journal      Editorial Board      Instructions      Ethics Statement      Contact Us                   中文
  2013, Vol. 26 Issue (8): 769-776    DOI:
article Current Issue| Next Issue| Archive| Adv Search |
Texture Descriptor Based on Spatial Statistical Features of Local Binary Pattern Code Pair
XU Shao-Ping1, LIU Xiao-Ping1, 3, LI Chun-Quan1, 2, HU Ling-Yan1, YANG Xiao-Hui1, 2
1. School of Information Engineering, Nanchang University, Nanchang 330031
2. School of Mechanical Electrical Engineering, Nanchang University, Nanchang 330031
3. Department of Systems and Computer Engineering, Carleton University, Ottawa, Canada K1S 5B6

Download: PDF (870 KB)   HTML (1 KB) 
Export: BibTeX | EndNote (RIS)      
Abstract  

The local binary pattern(LBP) descriptors employed in the content-based image retrieval system lack the abilities to describe the spatial relationships and have longer dimension of feature vector. In this paper, an improved LBP (ILBP) texture descriptor based on spatial statistical feature of LBP code pair is proposed. The original image is converted to the LBP pseudo image using LBP coding method for micro-pattern, and then several statistics of LBP code pair are extracted to form the feature vector for describing the texture attributes of images. Experiments are preformed on the content-based image retrieval prototype platform. Experimental results show that compared with other LBP descriptors the ILBP descriptor further enhances the description ability of LBP descriptor and substantially reduces the feature vector dimension with better query accuracy and query efficiency.

Key wordsContent-Based Image Retrieval      Local Binary Pattern(LBP)      Local Binary Pattern Pseudo Image      Statistical Feature      Query Accuracy     
Received: 14 November 2012     
ZTFLH: TP391.4  
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
Xu-Shao-Ping
LIU Xiao-Ping
LI Chun-Quan
HU Ling-Yan
YANG Xiao-Hui
Cite this article:   
Xu-Shao-Ping,LIU Xiao-Ping,LI Chun-Quan等. Texture Descriptor Based on Spatial Statistical Features of Local Binary Pattern Code Pair[J]. , 2013, 26(8): 769-776.
URL:  
http://manu46.magtech.com.cn/Jweb_prai/EN/      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2013/V26/I8/769
Copyright © 2010 Editorial Office of Pattern Recognition and Artificial Intelligence
Address: No.350 Shushanhu Road, Hefei, Anhui Province, P.R. China Tel: 0551-65591176 Fax:0551-65591176 Email: bjb@iim.ac.cn
Supported by Beijing Magtech  Email:support@magtech.com.cn