Title :
Eigenvalue approach to analysis of performance of non-orthogonal perfect reconstruction filter banks in signal reconstruction applications
Author :
Zavarsky, Pavol ; Kamiya, Mashiro ; Kambayashi, Noriyoshi
Author_Institution :
Nagaoka Univ. of Technol., Japan
Abstract :
In the paper, a new approach to gain deeper insight into the performance of non-orthogonal (biorthogonal) perfect reconstruction filter banks in signal reconstruction applications is proposed. It is shown that signal reconstruction applications can utilize the potential of modification of signal-to-additive-signal ratio of non-orthogonal perfect reconstruction filter banks to optimize signal reconstruction. To benefit from the modification of the signal-to additive-signal ratio, it is proposed to decompose the action of the non-orthogonal transform of an arbitrary signal into a sum of transforms on the orthogonal components of the signal. The orthogonal components of the signal are given by projections of the signal on to eigenvectors of quadratic form of the transform. The amplification/attenuation factors of the orthogonal components are known and given by eigenvalues of the quadratic form. An example of benefits of the proposed signal reconstruction approach in a lossy image compression application is shown in the paper.
Keywords :
data compression; digital filters; eigenvalues and eigenfunctions; image coding; image reconstruction; amplification/attenuation factors; arbitrary signal nonorthogonal transform decomposition; biorthogonal perfect reconstruction filter banks; eigenvalue performance analysis approach; eigenvalues; lossy image compression application; nonorthogonal perfect reconstruction filter banks; quadratic form transform eigenvectors; signal orthogonal component transforms sum; signal reconstruction applications; signal-to-additive-signal ratio modification; Attenuation; Eigenvalues and eigenfunctions; Filter bank; Image coding; Image reconstruction; Karhunen-Loeve transforms; Performance analysis; Performance gain; Signal analysis; Signal reconstruction;
Conference_Titel :
Electronics, Circuits and Systems, 2002. 9th International Conference on
Print_ISBN :
0-7803-7596-3
DOI :
10.1109/ICECS.2002.1046396