DocumentCode
2313313
Title
New shape-based texture descriptors for rotation invariant texture classification
Author
Pok, Gou-Chol ; Liu, Jyh-Charn Steve ; Ryu, Keun Ho
Author_Institution
Dept. of Comput. Sci., Yanbian Univ. of Sci. & Technol., China
Volume
3
fYear
2003
fDate
14-17 Sept. 2003
Abstract
In this paper, we present a new rotation-invariant texture description scheme based on an explicit transform of texture features to shapes. Texture features are obtained in a short computational time by applying the partial form of Gabor functions. These features are then transformed to 2-D closed shapes, and their moment invariants and global shape descriptors are derived to classify the rotated textures. Experiments using various texture samples showed high rates of correct classifications.
Keywords
image classification; image texture; 2D closed shapes; Gabor functions; rotation invariant texture classification; shape-based texture descriptors; texture features; Biomedical imaging; Computer science; Feature extraction; Frequency; Gabor filters; Image analysis; Image retrieval; Image texture analysis; Object recognition; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
ISSN
1522-4880
Print_ISBN
0-7803-7750-8
Type
conf
DOI
10.1109/ICIP.2003.1247299
Filename
1247299
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