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Theory and factorization for a class of structurally regular biorthogonal filter banks

  • LIGO-Massachusetts Institute of Technology
  • MediaTek Inc
  • University of Texas at Arlington College of Engineering
  • Scalable Display Technologies

Research output: Contribution to journalArticlepeer-review

24 Citations (Scopus)

Abstract

Regularity is a fundamental and desirable property of wavelets and perfect reconstruction filter banks (PRFBs). Among others, it dictates the smoothness of the wavelet basis and the rate of decay of the wavelet coefficients. This paper considers how regularity of a desired degree can be structurally imposed onto biorthogonal filter banks (BOFBs) so that they can be designed with exact regularity and fast convergence via unconstrained optimization. The considered design space is a useful class of M-channel causal finite-impulse response (FIR) BOFBs (having anticausal FIR inverses) that are characterized by the dyadic-based structure W(z) = I - Uν + z-1 for which U and ν are M × γ parameter matrices satisfying VU = Iγ, 1 ≤ γ ≤ M, for any M ≥ 2. Structural conditions for regularity are derived, where the Householder transform is found convenient. As a special case, a class of regular linear-phase BOFBs is considered by further imposing linear phase (LP) on the dyadic-based structure. In this way, an alternative and simplified parameterization of the biorthogonal linear-phase filter banks (GLBTs) is obtained, and the general theory of structural regularity is shown to simplify significantly. Regular BOFBs are designed according to the proposed theory and are evaluated using a transform-based image codec. They are found to provide better objective performance and improved perceptual quality of the decompressed images. Specifically, the blocking artifacts are reduced, and texture details are better preserved. For fingerprint images, the proposed biorthogonal transform codec outperforms the FBI scheme by 1-1.6 dB in PSNR.

Original languageEnglish
Pages (from-to)691-700
Number of pages10
JournalIEEE Transactions on Signal Processing
Volume54
Issue number2
DOIs
Publication statusPublished - Feb 2006
Externally publishedYes

Keywords

  • Biorthogonal filterbank (BOFB)
  • Dyadic-based structure
  • Fingerprint
  • Householder reflection
  • Polyphase representation
  • Structural regularity
  • Vanishing moment

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