A wavelet-based edge detection method by scale multiplication

A wavelet-based multiscale edge detection scheme is presented in this paper. By multiplying the wavelet coefficients at two adjacent scales to magnify significant structures and suppress noise, we determined edges as the local maxima directly in the scale product after an efficient thresholding, instead of first forming the edge maps at several scales and then synthesizing them together, as employed in many multiscale techniques. It is shown that the scale multiplication achieves better results than either of the two scales, especially on the localization performance. Experiments on natural images are compared with the Laplacian of Gaussian and Canny edge detection algorithms.

[1]  Brian M. Sadler,et al.  Analysis of Multiscale Products for Step Detection and Estimation , 1999, IEEE Trans. Inf. Theory.

[2]  Ramesh C. Jain,et al.  Reasoning About Edges in Scale Space , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  Bhabatosh Chanda,et al.  A Multi-Scale Morphologic Edge Detector , 1998, Pattern Recognit..

[4]  Stéphane Mallat,et al.  Characterization of Signals from Multiscale Edges , 2011, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  J. Galayda Edge Focusing , 1981, IEEE Transactions on Nuclear Science.

[6]  Rae-Hong Park,et al.  Multiresolution edge detection techniques , 1995, Pattern Recognit..

[7]  Hong Jeong,et al.  Adaptive Determination of Filter Scales for Edge Detection , 1992, IEEE Trans. Pattern Anal. Mach. Intell..

[8]  Dennis M. Healy,et al.  Wavelet transform domain filters: a spatially selective noise filtration technique , 1994, IEEE Trans. Image Process..

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

[10]  Ingrid Daubechies,et al.  Ten Lectures on Wavelets , 1992 .

[11]  D Marr,et al.  Theory of edge detection , 1979, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[12]  Salvatore Tabbone,et al.  A multi-scale edge detector , 1993, Pattern Recognit..