Title :
Feature extraction of label character based on projection transformation
Author :
Li, G.-P. ; Liu, H.-G. ; Ai, CH Sh
Author_Institution :
Sch. of Mech. Eng., Univ. of Jinan, Jinan, China
Abstract :
A method of label character image feature extraction based on projection transformation, wavelet analysis and discrete cosine transform is proposed. First, it transforms the Cartesian coordinate into polar coordinates using the centroid as the pole, and makes circular projection calculation in order to transform 2-D label characters into 1-D projection curves. Then, it gets the approximate signals and the details signals of the projection curves using wavelet decomposition. Finally, it separately does discrete cosines transform for these signals in order to get eigenvector of the label character. Experiments show that this method has the scale invariance, rotation invariance, good robustness and real-time.
Keywords :
discrete cosine transforms; feature extraction; wavelet transforms; 1D projection curves; 2D label character; Cartesian coordinate; circular projection calculation; discrete cosine transform; image feature extraction; polar coordinates; projection transformation; rotation invariance; scale invariance; wavelet analysis; wavelet decomposition; Automation; Classification algorithms; Discrete cosine transforms; Discrete wavelet transforms; Feature extraction; discrete cosines transform; label character image; projection transformation; wavelet decomposition;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2010 8th World Congress on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-6712-9
DOI :
10.1109/WCICA.2010.5554756