DocumentCode :
2078861
Title :
Overcomplete steerable pyramid filters and rotation invariance
Author :
Greenspan, H. ; Belongie, S. ; Goodman, R. ; Perona, P. ; Rakshit, S. ; Anderson, C.H.
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
fYear :
1994
fDate :
21-23 Jun 1994
Firstpage :
222
Lastpage :
228
Abstract :
A given (overcomplete) discrete oriented pyramid may be converted into a steerable pyramid by interpolation. We present a technique for deriving the optimal interpolation functions (otherwise called `steering coefficients´). The proposed scheme is demonstrated on a computationally efficient oriented pyramid, which is a variation on the Burt and Adelson (1983) pyramid. We apply the generated steerable pyramid to orientation-invariant texture analysis in order to demonstrate its excellent rotational isotropy. High classification rates and precise rotation identification are demonstrated
Keywords :
computer vision; filtering and prediction theory; image texture; classification rates; computational efficiency; discrete oriented pyramid; optimal interpolation functions; orientation-invariant texture analysis; overcomplete steerable pyramid filters; precise rotation identification; rotation invariance; rotational isotropy; steering coefficients; Filtering; Image orientation analysis; Image texture analysis; Machine vision;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition, 1994. Proceedings CVPR '94., 1994 IEEE Computer Society Conference on
Conference_Location :
Seattle, WA
ISSN :
1063-6919
Print_ISBN :
0-8186-5825-8
Type :
conf
DOI :
10.1109/CVPR.1994.323833
Filename :
323833
Link To Document :
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