TY - JOUR
T1 - Orthogonality and zero DC tradeoffs in biorthogonal graph filterbanks
AU - Tzamarias, Dion E.O.
AU - Pavez, Eduardo
AU - Girault, Benjamin
AU - Ortega, Antonio
AU - Blanes, Ian
AU - Serra-Sagristà, Joan
N1 - Publisher Copyright:
© 2021 IEEE
PY - 2021
Y1 - 2021
N2 - Biorthogonal graph wavelet filterbanks, also known as GraphBior, are one of the most popular graph transforms used in image compression, but up to now, they could be designed based on two known admissible fundamental matrices: i) the random walk Laplacian, which heavily penalizes low degree pixels, and ii) the normalized Laplacian, which lacks a zero-DC response. By exploiting a new extension of the admissibility condition in GraphBior we propose a new fundamental matrix with the goal of distributing the errors of GraphBior more uniformly across pixels with different node degrees. Furthermore the proposed matrix preserves high energy compaction linked to the zero-DC GraphBior variation.
AB - Biorthogonal graph wavelet filterbanks, also known as GraphBior, are one of the most popular graph transforms used in image compression, but up to now, they could be designed based on two known admissible fundamental matrices: i) the random walk Laplacian, which heavily penalizes low degree pixels, and ii) the normalized Laplacian, which lacks a zero-DC response. By exploiting a new extension of the admissibility condition in GraphBior we propose a new fundamental matrix with the goal of distributing the errors of GraphBior more uniformly across pixels with different node degrees. Furthermore the proposed matrix preserves high energy compaction linked to the zero-DC GraphBior variation.
KW - Biorthogonal filterbanks
KW - Graph Fourier transform
KW - Graph signal processing
KW - Image compression
KW - Irregularity-aware graph Fourier transforms
UR - http://www.scopus.com/inward/record.url?scp=85114806361&partnerID=8YFLogxK
U2 - 10.1109/ICASSP39728.2021.9413392
DO - 10.1109/ICASSP39728.2021.9413392
M3 - Article
AN - SCOPUS:85114806361
SN - 1520-6149
VL - 2021-June
SP - 5509
EP - 5513
JO - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
JF - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
ER -