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Texture Feature Extraction of RGB, HSV, YIQ and Dithered Images using GLCM, Wavelet Decomposition Techniques

by Manisha Lumb, Poonam Sethi
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 68 - Number 11
Year of Publication: 2013
Authors: Manisha Lumb, Poonam Sethi
10.5120/11623-7087

Manisha Lumb, Poonam Sethi . Texture Feature Extraction of RGB, HSV, YIQ and Dithered Images using GLCM, Wavelet Decomposition Techniques. International Journal of Computer Applications. 68, 11 ( April 2013), 25-31. DOI=10.5120/11623-7087

@article{ 10.5120/11623-7087,
author = { Manisha Lumb, Poonam Sethi },
title = { Texture Feature Extraction of RGB, HSV, YIQ and Dithered Images using GLCM, Wavelet Decomposition Techniques },
journal = { International Journal of Computer Applications },
issue_date = { April 2013 },
volume = { 68 },
number = { 11 },
month = { April },
year = { 2013 },
issn = { 0975-8887 },
pages = { 25-31 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume68/number11/11623-7087/ },
doi = { 10.5120/11623-7087 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:27:33.509001+05:30
%A Manisha Lumb
%A Poonam Sethi
%T Texture Feature Extraction of RGB, HSV, YIQ and Dithered Images using GLCM, Wavelet Decomposition Techniques
%J International Journal of Computer Applications
%@ 0975-8887
%V 68
%N 11
%P 25-31
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

When changing the format of an image from simple RGB to HSV, YIQ and Dithered image, the characteristics of image also change. In this paper, the similar images in the above formats are retrieved using statistical and structural retrieving techniques i. e. GLCM (Gray Level Co-occurrence Matrix) and Wavelet Decomposition techniques. The best results are coming for dithered, HSV images by using GLCM technique for feature extraction and by using Wavelet decomposition; HSV images are giving the best results. While other formats also give the correct retrieval but from the accuracy point of view, HSV images are retrieved with better accuracy using both techniques.

References
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Index Terms

Computer Science
Information Sciences

Keywords

HSV (Hue Saturation Value) YUV (Y – luminance component U V – chrominance component

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