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
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;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5648793