Title :
Gabor systems with good TF-localization and applications to image processing
Author :
Feichtinger, Hans G. ; Prinz, Peter ; Kozek, Werner
Author_Institution :
Dept. of Math., Wien Univ., Austria
Abstract :
The basic design freedom of a (generalized) Gabor transform is the choice of (i) the time-frequency lattice constants and (ii) the analysis prototype (atom, window). The design of the synthesis prototype is subject to linear constraints (Wexler-Raz (1990) condition) depending on the redundancy of the presentation. For multidimensional signals the design freedom can be greatly increased by the consideration of nonseparable situations: (i) nonseparable prototypes and/or (ii) nonseparable position-frequency sampling lattices. We present such a general theory for the Gabor expansion of 2D signals. Our main result is a generalized biorthogonality condition connecting the analysis and synthesis prototype. The theory is illustrated by a simple numerical experiment
Keywords :
image representation; image sampling; time-frequency analysis; transforms; 2D signals; Gabor systems; Wexler-Raz condition; analysis prototype; atom; generalized Gabor transform; generalized biorthogonality condition; image processing; linear constraints; multidimensional signals; nonseparable position-frequency sampling lattices; nonseparable prototypes; numerical experiment; oversampled 2D Gabor expansions; presentation redundancy; signal representation; synthesis prototype; time-frequency lattice constants; time-frequency localization; window; Fourier transforms; Frequency; Harmonic analysis; Image analysis; Image processing; Lattices; Mathematics; Prototypes; Sampling methods; Signal synthesis;
Conference_Titel :
Image Processing, 1996. Proceedings., International Conference on
Conference_Location :
Lausanne
Print_ISBN :
0-7803-3259-8
DOI :
10.1109/ICIP.1996.559480