An Efficient Texture Classification Technique Based on Semi Uniform LBP
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2014, Vol 16, Issue 5
Abstract
Abstract: ‘Local Binary Pattern’ (LBP) operator has been proved to be a theoretically simple yet very effective statistical texture descriptor in many areas. One of the main disadvantage of LBP is they are more sensitive to even a simple noise, this causes a change in LBP pattern. A LBP can generate 256 (0 to 255) different patterns. These patterns are grouped into 59 uniform and 197 nonuniform LBP patterns. Most of the researchers have considered only uniform patterns for texture classification due to their small numbers and claiming that most of the textures are dominated by only uniform LBP’s. But after a careful, critical and significant study on the literature, ULBP have some shortcomings: they discard some important texture information, suffer much from non-monotonic illumination variation and do not describe the stochastic characteristics of texture efficiently and sensitive to noise. To overcome this, the present paper defined ‘Semi Uniform LBP’ (SULBP). The proposed method has a significant role in efficient texture classification and analysis.
Authors and Affiliations
Dr. Y venkateswarlu , Dr. U Ravi Babu , Ch Aneel Kumar
Keywords
Related Articles
- EP ID EP116340
- DOI -
- Views 150
- Downloads 0
Health Diagnosis Using Wban Technology
Abstract: Invention of the low power consuming wireless sensors are raising the emergence for the usage of wireless body area networks (WBAN).WBAN is widely used in many applications such as entertainment, gaming,...
A Content-Based Image Retrieval Semantic Modelfor Shaped and Unshaped Objects
Abstract: This paper presents an efficient content based image retrieval scheme for both the shaped and unshaped objects. The local regions of an unshaped image have been classified with respect to the frequency ofoccurr...
Image Steganography and Global Terrorism
This paper informs the reader how an innocent looking digital image hides a deadly terrorist plan. It analyses the strengths of image steganography and the reasons why terrorists are relying on it. It also aims t...
Performance Analysis of Compression Techniques Using SVD,BTC, DCT and GP
Abstract: Digital image compression techniques minimize the size in bytes of a graphics file without degradingthe quality of the image to an acceptable level. The reduction in file size allows more images to be sto...
Mining Of Influential Users in a Blog Network
Abstract: Blogging sites are very popular in today’s world; users interact with each other and create socialrelationships between them. Data mining methods can be used to extract the blogging sites. Users can be ac...