Two new optimization-based methods are proposed for the design of high-performance quincunx filter banks for the application of image coding. These new techniques are used to build linear-phase finite-length-impulse-response (FIR) perfect-reconstruction (PR) systems with high coding gain, good frequency selectivity, and certain prescribed vanishing-moment properties. A parametrization of quincunx filter banks based on the lifting framework is employed to structurally impose the PR and linear-phase conditions. Then, the coding gain is maximized subject to a set of constraints on vanishing moments and frequency selectivity. Examples of filter banks designed using the newly proposed methods are presented and shown to be highly effective for image coding. In particular, our new optimal designs are shown to outperform three previously proposed quincunx filter banks in 72% to 95% of our experimental test cases. Moreover, in some limited cases, our optimal designs are even able to outperform the well-known (separable) 9/7 filter bank (from the JPEG-2000 standard).
References
-
ISO/IEC 15444-1, Information technology—JPEG 2000 image coding system—Part 1: Core coding system, 2000
-
DBH Tay, NG Kingsbury, Flexible design of multidimensional perfect reconstruction FIR 2-band filters using transformations of variables. IEEE Transactions on Image Processing 2(4), 466–480 (1993). PubMed Abstract | Publisher Full Text
-
PP Vaidyanathan, Multirate Systems and Filter Banks (Prentice Hall, Upper Saddle River, NJ, USA, 1993)
-
T Chen, PP Vaidyanathan, Multidimensional multirate filters and filter banks derived from one-dimensional filters. IEEE Transactions on Signal Processing 41(5), 1749–1765 (1993). Publisher Full Text
-
JM Shpairo, Adaptive McClellan transformations for quincunx filter banks. IEEE Transactions on Signal Processing 42(3), 642–648 (1994). Publisher Full Text
-
TACM Kalker, IA Shah, Group theoretic approach to multidimensional filter banks: theory and applications. IEEE Transactions on Signal Processing 44(6), 1392–1405 (1996). Publisher Full Text
-
JH McClellan, The design of two-dimensional digital filters by transformation. Proceedings of the 7th Annual Princeton Conference on Information Sciences and Systems, March 1973, Princeton, NJ, USA, 247–251
-
S-M Phoong, CW Kim, PP Vaidyanathan, R Ansari, New class of two-channel biorthogonal filter banks and wavelet bases. IEEE Transactions on Signal Processing 43(3), 649–665 (1995). Publisher Full Text
-
A Gouze, M Antonini, M Barlaud, Quincunx lifting scheme for lossy image compression. Proceedings of the IEEE International Conference on Image Processing (ICIP '00), September 2000, Vancouver, BC, Canada 1, 665–668
-
SC Chan, KS Pun, KL Ho, On the design and implementation of a class of multiplierless two-channel 1D and 2D nonseparable PR FIR filterbanks. Proceedings of the IEEE International Conference on Image Processing (ICIP '01), October 2001, Thessaloniki, Greece 2, 241–244
-
KSC Pun, TQ Nguyen, A novel and efficient design of multidimensional PR two-channel filter banks with hourglass-shaped passband support. IEEE Signal Processing Letters 11(3), 345–348 (2004). Publisher Full Text
-
G Karlsson, M Vetterli, Theory of two-dimensional multirate filter banks. IEEE Transactions on Acoustics, Speech, and Signal Processing 38(6), 925–937 (1990). Publisher Full Text
-
E Viscito, JP Allebach, The analysis and design of multidimensional FIR perfect reconstruction filter banks for arbitrary sampling lattices. IEEE Transactions on Circuits and Systems 38(1), 29–41 (1991). Publisher Full Text
-
TD Tran, RL de Queiroz, TQ Nguyen, Linear-phase perfect reconstruction filter bank: lattice structure, design, and application in image coding. IEEE Transactions on Signal Processing 48(1), 133–147 (2000). Publisher Full Text
-
W Sweldens, The lifting scheme: a custom-design construction of biorthogonal wavelets. Applied and Computational Harmonic Analysis 3(2), 186–200 (1996). Publisher Full Text
-
I Daubechies, W Sweldens, Factoring wavelet transforms into lifting steps. Journal of Fourier Analysis and Applications 4(3), 247–268 (1998). Publisher Full Text
-
T Cooklev, A Nishihara, T Yoshida, M Sablatash, Multidimensional two-channel linear phase FIR filter banks and wavelet bases with vanishing moments. Multidimensional Systems and Signal Processing 9(1), 39–76 (1998). Publisher Full Text
-
J Kovačević, W Sweldens, Wavelet families of increasing order in arbitrary dimensions. IEEE Transactions on Image Processing 9(3), 480–496 (2000). PubMed Abstract | Publisher Full Text
-
J Zhou, MN Do, J Kovačević, Multidimensional orthogonal filter bank characterization and design using the Cayley transform. IEEE Transactions on Image Processing 14(6), 760–769 (2005). PubMed Abstract
-
J Zhou, MN Do, J Kovačević, Special paraunitary matrices, Cayley transform, and multidimensional orthogonal filter banks. IEEE Transactions on Image Processing 15(2), 511–519 (2006). PubMed Abstract
-
M Feilner, D Van De Ville, M Unser, An orthogonal family of quincunx wavelets with continuously adjustable order. IEEE Transactions on Image Processing 14(4), 499–510 (2005). PubMed Abstract
-
D Van De Ville, T Blu, M Unser, Isotropic polyharmonic B-splines: scaling functions and wavelets. IEEE Transactions on Image Processing 14(11), 1798–1813 (2005). PubMed Abstract
-
J Kovačević, M Vetterli, Nonseparable multidimensional perfect reconstruction filter banks and wavelet bases for
. IEEE Transactions on Information Theory 38(2, part 2), 533–555 (1992). Publisher Full Text -
TT Nguyen, S Oraintara, Multiresolution direction filterbanks: theory, design, and applications. IEEE Transactions on Signal Processing 53(10), 3895–3905 (2005)
-
AR Calderbank, I Daubechies, W Sweldens, B-L Yeo, Wavelet transforms that map integers to integers. Applied and Computational Harmonic Analysis 5(3), 332–369 (1998). Publisher Full Text
-
Y Chen, in Design and application of quincunx filter banks, M, ed. by . S. thesis (Department of Electrical and Computing Engineering, University of Victoria, Victoria, BC, Canada, 2006)
-
J Katto, Y Yasuda, Performance evaluation of subband coding and optimization of its filter coefficients. Visual Communications and Image Processing (VCIP '91), November 1991, Boston, Mass, USA, Proceedings of SPIE 1605, 95–106
-
M Vetterli, J Kovačević, DJ Legall, Perfect reconstruction filter banks for HDTV representation and coding. Signal Processing: Image Communication 2(3), 349–363 (1990). Publisher Full Text
-
MS Lobo, L Vandenberghe, S Boyd, H Lebret, Applications of second-order cone programming. Linear Algebra and Its Applications 284(1–3), 193–228 (1998)
-
JF Sturm, Using SeDuMi 1.02, a MATLAB toolbox for optimization over symmetric cones. Optimization Methods and Software 11(1), 625–653 (1999). Publisher Full Text
-
MD Adams, ELEC 545 project: a wavelet-based lossy/lossless image compression system Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC, Canada, April 1999
-
JPEG-2000 test images ISO/IEC JTC 1/SC 29/WG 1 N 545, July 1997




