WAVELET
BASED FEATURES FOR TEXTURE CLASSIFICATION
P.S.Hiremath*, S.Shivashankar †
Dept. of P.G.Studies and Research in Computer Science,
Gulbarga University, Gulbarga, Karnataka, India.
Abstract:
This paper presents a feature extraction algorithm using
wavelet decomposed images of an image and its complementary
image for texture classification.The features are
constructed from the different combination of sub-band
images. These features offer a better discriminating
strategy for texture classification and enhance the
classification rate. In our study we have used the Euclidean
distance measure and the minimum distance classifier to
classify the texture. The experimental results demonstrate
the efficiency of the proposed algorithm.
Keywords:
Wavelet decomposition, Texture, Feature Extraction,
Classification.
Author Biography:
 |
Dr. P.S. Hiremath Professor and
Chairman, Department of P. G. Studies and Research
in Computer Science, Gulbarga University,
Gulbarga-585106, He has obtained M.Sc. degree in
1973 and Ph.D. degree in 1978 in Applied Mathematics
from Karnataka University, Dharwad. He had been in
the Faculty of Mathematics and Computer Science of
Various Institutions in India, namely, National
Institute of Technology, Surathkal(1977-79),
Coimbatore Institute of Technology,
Coimbatore(1979-80), National Institute of
Technology, Tiruchinapalli(1980-86), Karnatak
University, Dharwad(1986-1993) and has been
presently working as Professor of Computer Science
in Gulbarga University, Gulbarga(1993 onwards). His
research areas of interest are Computational Fluid
Dynamics, Optimization Techniques, Image Processing
and Pattern Recognition. He has published 45
research papers in peer reviewed International
Journals.
Contact: Tel (off): +91 8472 249682, Fax: +91 8472
245927. |
 |
Sri. S. Shivashankar, Research
Scholar, Department of P.G.Studies and Research in
Computer Science, Gulbarga University, Gulbarga -
585106, Karnataka, INDIA. He has obtained Master of
Computer Application(M.C.A.) degree in 2000 from
Gulbarga University, Gulbarga. Karnataka, India. He
is working for his doctoral degree in Computer
Science. His research area of interest is
Image Processing and Pattern Recognition.
Contact: Tel (off):
+91 8472 249682. |
BibTex:
@ARTICLE{P1150636002,
AUTHOR = {P.S.Hiremath and S.Shivashankar},
TITLE = {WAVELET BASED FEATURES FOR
TEXTURE CLASSIFICATION},
JOURNAL ={ICGST International Journal on Graphics, Vision and Image
Processing},
YEAR = {2006},
VOLUME = {6},
ISSUE ={3},
PAGES={55--58}
}
( Full Paper
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