DocumentCode :
2516850
Title :
Image Texture Feature Extraction Method Based on Regional Average Binary Gray Level Difference Co-occurrence Matrix
Author :
Yang, Jian ; Guo, Jingfeng
Author_Institution :
Coll. of Inf. Sci. & Eng., Yanshan Univ., Qinhuangdao, China
fYear :
2011
fDate :
4-5 Nov. 2011
Firstpage :
239
Lastpage :
242
Abstract :
Texture feature is a measure method about relationship among the pixels in local area, reflecting the changes of image space gray levels. This paper presents a texture feature extraction method based on regional average binary gray level difference co-occurrence matrix, which combined the texture structural analysis method with statistical method. Firstly, we calculate the average binary gray level difference of eight-neighbors of a pixel to get the average binary gray level difference image which expresses the variation pattern of the regional gray levels. Secondly, the regional co-occurrence matrix is constructed by using these average binary gray level differences. Finally, we extract the second-order statistic parameters reflecting the image texture feature from the regional co-occurrence matrix. Theoretical analysis and experimental results show that the image texture feature extraction method has certain accuracy and validity.
Keywords :
feature extraction; image texture; matrix algebra; statistical analysis; image space gray levels; image texture feature extraction method; regional average binary gray level difference co-occurrence Matrix; second-order statistic parameters; statistical method; Brightness; Correlation; Entropy; Feature extraction; Image texture; Joints; Statistical analysis; average binary gray level difference; regional co-occurrence matrix; texture feature; texture feature parameters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Virtual Reality and Visualization (ICVRV), 2011 International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-2156-4
Type :
conf
DOI :
10.1109/ICVRV.2011.20
Filename :
6092719
Link To Document :
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