Title :
Multidirectional and multiscale edge detection via M-band wavelet transform
Author :
Aydin, Turgut ; Yemez, Yücel ; Anarim, Emin ; Sankur, Bülent
Author_Institution :
Dept. of Electr. & Electron. Eng., Bogazici Univ., Istanbul, Turkey
fDate :
9/1/1996 12:00:00 AM
Abstract :
In this correspondence, the problem of directional and multiscale edge detection is considered. Orthogonal and linear-phase M-band wavelet transform is used to decompose the image into M×M channels. These channels are then combined such that each combination, which we refer to as decomposition filter, results in zero-crossings at the locations of edges corresponding to different directions and resolutions, and inherently performs regularization against noise. By applying a zero-crossing detector on the outputs of the decomposition filters, edge maps of desired resolution and direction are obtained. In addition, with the application of the Teager´s energy operator at the analysis stage, it is possible to obtain a reduction in unwanted zero-crossings. Final edge maps of images are obtained through simple combinations of directional edge maps
Keywords :
edge detection; filtering theory; image resolution; wavelet transforms; M-band wavelet transform; Teager´s energy operator; decomposition filters; directional edge maps; edge maps; image decomposition; linear-phase transform; multidirectional edge detection; multiscale edge detection; orthogonal transform; resolution; zero-crossing detector; Band pass filters; Bandwidth; Facsimile; Filtering; Image edge detection; Image resolution; Laplace equations; Speech coding; Video compression; Wavelet transforms;
Journal_Title :
Image Processing, IEEE Transactions on