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
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;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247299