Title :
Local two-channel critically sampled filter-banks on graphs
Author :
Narang, Sunil K. ; Ortega, Antonio
Author_Institution :
Dept. of Electr. Eng. - Syst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
In this paper, we propose two-channel filter-bank designs for signals defined on arbitrary graphs. These filter-banks are local, invertible and critically sampled. Depending on the chosen downsampling method, we obtain two design techniques. We propose general 2-channel transforms, where output signal is downsampled to guarantee invertibility. We also propose a lifting-based approach, where signals are downsampled before applying the transforms. Our proposed transforms are polynomials of the graph Laplacian matrix and have a simple spectral interpretation.
Keywords :
Laplace transforms; channel bank filters; graph theory; matrix algebra; arbitrary graphs; critically sampled filter banks; downsampling method; graph Laplacian matrix; polynomial; two-channel transforms; Approximation methods; Kernel; Laplace equations; Polynomials; Thigh; Wavelet transforms; Two-channel filter-banks; graph based processing; multi resolution processing;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5651072