Title :
Adaptive Gabor frames by projection onto time-frequency subspaces
Author :
Dorfler, Monika ; Velasco, Gino Angelo
Author_Institution :
Fac. of Math., Univ. of Vienna, Vienna, Austria
Abstract :
The application of adaptive, time-frequency based signal analysis has recently attracted increasing attention. While using adapted time-frequency atoms has shown promising results for example in audio processing, the reconstruction from the corresponding analysis coefficients usually exhibits significant error. In this contribution we propose a method to reduce the reconstruction error by using modified time-frequency atoms in the transition region between adjacent areas of time-frequency adaptation. The modification is obtained by projecting the relevant atoms onto a system of weighted vectors which are optimally concentrated inside the desired regions of adaptation. We give a theoretical derivation of the improvement of error and illustrate our method with numerical examples.
Keywords :
Gabor filters; audio signal processing; signal reconstruction; time-frequency analysis; adaptive Gabor frames; adaptive time-frequency atoms; analysis coefficients; audio processing; reconstruction error; time-frequency adaptation; time-frequency based signal analysis; time-frequency subspaces; Acoustics; Approximation methods; Eigenvalues and eigenfunctions; Speech; Speech processing; Time-frequency analysis; Transforms; Gabor frames; adaptive representations; audio processing; time-frequency localization operator;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6854170