DocumentCode :
404807
Title :
Rotation and scale invariant feature extractors
Author :
Sutaone, M.S. ; Bartakke, P.P. ; Vyas, V.S. ; Pasalkar, N.B.
Author_Institution :
Dept. of Electron. & Telecomm, Gov. Coll. of Eng., Pune, India
Volume :
1
fYear :
2003
fDate :
15-17 Oct. 2003
Firstpage :
235
Abstract :
This paper deals with texture feature extraction operators, which comprise linear filtering eventually followed by post processing. Robust, rotation and scale invariant texture operators are important for digital image libraries and multimedia databases. A method of rotation and scale-invariant texture classification based on a log polar coordinate system is introduced. Texture is an important clue in region based segmentation of images. Here, we provide analysis and implementation of a set of distortion invariant texture operators viz circular Mellin features (CMF). The CMF represent the spectral decomposition of the image scene in the polar log coordinate system and are invariant to both scale and orientation of the target texture pattern. The image and CMF are correlated followed by magnitude detection based on thresholding. The CMF extractors have a functional form that is similar to Gabor functions; they have distortion invariant characteristics, unlike Gabor functions, which makes them more suitable for texture segmentation.
Keywords :
feature extraction; image classification; image segmentation; image texture; CMF; Gabor functions; circular Mellin features; digital image libraries; distortion invariant texture operators; image scene spectral decomposition; linear filtering; log polar coordinate system; multimedia databases; region based image segmentation; rotation invariant feature extractors; scale invariant feature extractors; texture classification; texture feature extraction operators; thresholding magnitude detection; Feature extraction; Filter bank; Frequency; Gabor filters; Image segmentation; Image texture analysis; Maximum likelihood detection; Nonlinear filters; Power harmonic filters; Propulsion;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2003. Conference on Convergent Technologies for the Asia-Pacific Region
Print_ISBN :
0-7803-8162-9
Type :
conf
DOI :
10.1109/TENCON.2003.1273321
Filename :
1273321
Link To Document :
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