DocumentCode
3287008
Title
Closed form of the steered elongated Hermite-Gauss wavelets
Author
Papari, Giuseppe ; Campisi, Patrizio ; Petkov, Nicolai
Author_Institution
Johan Bernoulli Inst. of Math. & Comput. Sci., Univ. of Groningen, Groningen, Netherlands
fYear
2010
fDate
26-29 Sept. 2010
Firstpage
377
Lastpage
380
Abstract
We provide a closed form, both in the spatial and in the frequency domain, of a family of wavelets which arise from steering elongated Hermite-Gauss filters. These wavelets have interesting mathematical properties, as they form new dyadic families of eigenfunctions of the 2D Fourier transform, and generalize the well known Laguerre-Gauss harmonics. A special notation introduced here greatly simplifies our proof and unifies the cases of even and odd orders. Applying these wavelets to edge detection increases the performance of about 12.5% with respect to standard methods, in terms of the Pratt´s figure of merit, both for noisy and noise-free input images.
Keywords
Fourier transforms; Gaussian processes; edge detection; eigenvalues and eigenfunctions; frequency-domain analysis; image denoising; information filters; wavelet transforms; 2D Fourier transform; Laguerre-Gauss harmonics; edge detection; eigenfunction; frequency domain; noise-free input image; noisy image; steered elongated Hermite-Gauss wavelet; steering elongated Hermite-Gauss filter; Convolution; Fourier transforms; Harmonic analysis; Image edge detection; Noise; Polynomials; Wavelet transforms; Edge features; Fourier analysis; Steerable filters;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1522-4880
Print_ISBN
978-1-4244-7992-4
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2010.5648793
Filename
5648793
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