IMAGE DEMODULATION USING MULTIDIMENSIONAL ENERGY SEPARATION

Citation
P. Maragos et Ac. Bovik, IMAGE DEMODULATION USING MULTIDIMENSIONAL ENERGY SEPARATION, Journal of the Optical Society of America. A, Optics, image science,and vision., 12(9), 1995, pp. 1867-1876
Citations number
14
Categorie Soggetti
Optics
ISSN journal
10847529
Volume
12
Issue
9
Year of publication
1995
Pages
1867 - 1876
Database
ISI
SICI code
1084-7529(1995)12:9<1867:IDUMES>2.0.ZU;2-N
Abstract
Locally narrow-band images can be modeled as two-dimensional (2D) spat ial AM-FM signals with several applications in image texture analysis and computer vision. We formulate an image-demodulation problem and pr esent a solution based on the multidimensional energy operator Phi(f) = parallel to del f parallel to(2)-f del(2)f This nonlinear operator i s a multidimensional extension of the one-dimensional (1D) energy-trac king operator psi(f) = (f')(2)-ff '', which has been found useful for demodulating 1D AM-FM and speech signals. We discuss some interesting properties of the multidimensional operator and develop a multidimensi onal energy-separation algorithm to estimate the amplitude envelope an d instantaneous frequencies of 2D spatially varying AM-FM signals. Exp eriments are also presented on applying this 2D energy-demodulation al gorithm to estimate the instantaneous amplitude contrast and spatial f requencies of image textures bandpass filtered by means of Gabor filte rs. The attractive features of the multidimensional energy operator an d the 2D energy-separation algorithm are their simplicity, efficiency, and ability to track instantaneously varying spatial-modulation patte rns.