DocumentCode :
3038144
Title :
A comparison of the octave-band directional filter bank and Gabor filters for texture classification
Author :
Hong, Paul S. ; Kaplan, Lance M. ; Smith, Mark J T
Author_Institution :
Center for Signal & Image Process., Georgia Inst. of Technol., Atlanta, GA, USA
Volume :
3
fYear :
2004
fDate :
24-27 Oct. 2004
Firstpage :
1541
Abstract :
This paper investigates the similarities between Gabor filters and the octave-band directional filter bank (OBDFB) with respect to texture classification. Both decompositions can angularly and radially discriminate in the 2-D frequency domain; however, the OB-DFB has a computationally efficient implementation that makes it an attractive alternative to Gabor filters. An analysis of local energy features from Gabor filters and the OBDFB is presented showing similarities between their texture features. Texture classification experiments using both decompositions show comparable classification accuracy.
Keywords :
channel bank filters; image classification; image resolution; image texture; Gabor filter; image resolution; image texture classification; octave-band directional filter bank; Feature extraction; Filter bank; Frequency domain analysis; Gabor filters; Image processing; Image texture analysis; Physics computing; Pixel; Signal processing; Systems engineering and theory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-8554-3
Type :
conf
DOI :
10.1109/ICIP.2004.1421359
Filename :
1421359
Link To Document :
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