Feature extraction of images texture based on co-occurrence matrix
Joint Authors
Abd Allah, Hadiyah S.
Yasin, Wijdan
al-Sayf, Khalil Ibrahim
Source
ZANCO Journal of Pure and Applied Sciences
Publisher
Salahaddin University-Erbil Department of Scientific Publications
Publication Date
2019-04-30
Country of Publication
Iraq
No. of Pages
10
Main Subjects
Social Sciences (Multidisciplinary)
English Abstract
There are many techniques to extracted object properties in an image.
In this research a co-occurrence matrix has been to adopted for feature extraction of English letters.
English letters of size 14 and font time new roman have been stored as image, then preproced by apply truncation to take off all blank area, then filtered to make it noise free.
Energy, contrast, correlation and homogeneity of the co-occurrence matrix properties for the stored character images were calculated.
Another character models with different size and fonts were adopted to make the database able to cover a wide range of character images for character recognition and classification .
Applied technique shows that a companation features can be extracted as new properties for letters images and give good results.
The experimental results of the proposed algorithm have proved that both energy and homogeneity features have given high recognition compared with the remaining other properties
Data Type
Conference Papers
Record ID
BIM-894469
American Psychological Association (APA)
Abd Allah, Hadiyah S.& Yasin, Wijdan& al-Sayf, Khalil Ibrahim. 2019-04-30. Feature extraction of images texture based on co-occurrence matrix. International conference of Mathematics (2 : 2019 : Irbil, Iraq). . Vol. 31, no. 2 (Supplement) (2019), pp.60-69.Irbil Iraq : Salahaddin University-Erbil Department of Scientific Publications.
https://search.emarefa.net/detail/BIM-894469
Modern Language Association (MLA)
Abd Allah, Hadiyah S.…[et al.]. Feature extraction of images texture based on co-occurrence matrix. . Irbil Iraq : Salahaddin University-Erbil Department of Scientific Publications. 2019-04-30.
https://search.emarefa.net/detail/BIM-894469
American Medical Association (AMA)
Abd Allah, Hadiyah S.& Yasin, Wijdan& al-Sayf, Khalil Ibrahim. Feature extraction of images texture based on co-occurrence matrix. . International conference of Mathematics (2 : 2019 : Irbil, Iraq).
https://search.emarefa.net/detail/BIM-894469