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Mohammad Hossein Shakoor

Mohammad Hossein Shakoor

Academic rank: Assistant Professor
ORCID:
Education: PhD.
ScopusId:
Faculty: Engineering
Address: Arak University
Phone:

Research

Title
Circular Mean Filtering For Textures Noise Reduction
Type
JournalPaper
Keywords
Circular Mean Filter, Local Binary Pattern, Noise Robust, Texture Classification.
Year
2015
Journal Iranian Journal of Electrical and Electronic Engineering
DOI
Researchers Mohammad Hossein Shakoor ، Farshad Tajeripour

Abstract

In this paper, a special preprocessing operations (filter) is proposed to decrease the effects of noise of textures. This filter using average of circular neighbor points (Cmean) to reduce noise effect. Comparing this filter with other average filters such as square mean filter and square median filter indicates that it provides more noise reduction and increases the classification accuracy. After applying filter to noisy textures some Local Binary Pattern (LBP) variants are used for feature extraction. The Implementation part for noisy textures of Outex, UIUC and CUReT datasets shows that using proposed filter increases the classification accuracy significantly. Furthermore, a simple and new technique is proposed that increases the speed of c-mean filter noticeably