Local energy, the pre-envelope, and filter resolution
Svetha Venkatesh, J. Cooper, B. White · 2003
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.>