Title :
Local energy, the pre-envelope, and filter resolution
Author :
Venkatesh, Svetha ; Cooper, James ; White, Brian
Author_Institution :
Curtin Univ., Perth, WA, Australia
fDate :
30 Aug-3 Sep 1992
Abstract :
Examines the construction of filters for computing local energy, and compare these filters with the Gabor filters and the three-point-filter of Venkatesh. Further, the authors demonstrate that the effect of convolution with complex Gabor filters is to band-pass and compute the local energy of the result. The magnitude of the resulting local energy is then used to detect features and the phase is used to classify the detected features or provide disparity information for stereo and motion work. Each of these types of information can be obtained at multiple resolutions, enabling the use of coarse to fine strategies for computing disparity, and allowing the discrimination of image textures on the basis of which parts of the Fourier domain they dominate
Keywords :
Fourier transform optics; Fourier transforms; feature extraction; image texture; spatial filters; Fourier domain; Gabor filters; Venkatesh three-point filter; coarse strategies; convolution; disparity information; feature detection; feature extraction; filter resolution; fine strategies; image textures; local energy; motion; multiple resolutions; pre-envelope; stereo; Australia; Band pass filters; Computer vision; Convolution; Energy resolution; Feature extraction; Fourier transforms; Gabor filters; Motion detection; Passband;
Conference_Titel :
Pattern Recognition, 1992. Vol.III. Conference C: Image, Speech and Signal Analysis, Proceedings., 11th IAPR International Conference on
Conference_Location :
The Hague
Print_ISBN :
0-8186-2920-7
DOI :
10.1109/ICPR.1992.201916