Closed form of the steered elongated Hermite-Gauss wavelets

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.

[1]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[2]  Yacov Hel-Or,et al.  Design of multi-parameter steerable functions using cascade basis reduction , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[3]  I.E. Abdou,et al.  Quantitative design and evaluation of enhancement/thresholding edge detectors , 1979, Proceedings of the IEEE.

[4]  Edward H. Adelson,et al.  The Design and Use of Steerable Filters , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  Alessandro Neri,et al.  A Biologically Motivated Multiresolution Approach to Contour Detection , 2007, EURASIP J. Adv. Signal Process..

[6]  Giovanni Jacovitti,et al.  Multiresolution circular harmonic decomposition , 2000, IEEE Trans. Signal Process..

[7]  Nicolai Petkov,et al.  Adaptive Pseudo Dilation for Gestalt Edge Grouping and Contour Detection , 2008, IEEE Transactions on Image Processing.

[8]  M. Bertero,et al.  Ill-posed problems in early vision , 1988, Proc. IEEE.

[9]  L. R. Elias,et al.  Relations between Hermite and Laguerre Gaussian modes , 1993 .

[10]  Leon Cohen,et al.  Time Frequency Analysis: Theory and Applications , 1994 .

[11]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Yu. A. Brychkov,et al.  Integrals and series , 1992 .

[13]  Pietro Perona Steerable-scalable kernels for edge detection and junction analysis , 1992, Image Vis. Comput..

[14]  Alan L. Yuille,et al.  Scaling Theorems for Zero Crossings , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.