Improving Space Localization Properties of the Discrete Wavelet Transform
Volume 24, Issue 4 (2013), pp. 657–675
Pub. online: 1 January 2013
Type: Research Article
Received
1 November 2011
1 November 2011
Accepted
1 August 2013
1 August 2013
Published
1 January 2013
1 January 2013
Abstract
In this paper, a modified version of the discrete wavelet transform (DWT), distinguishing itself with visibly improved space localization properties and noticeably extended potential capabilities, is proposed. The key point of this proposal is the full decorrelation of wavelet coefficients across the lower scales. This proposal can be applied to any DWT of higher orders (Le Gall, Daubechies D4, CDF 9/7, etc.). To open up new areas of practical applicability of the modified DWT, a novel exceptionally fast algorithm for computing the DWT spectra of the selected signal (image) blocks is presented. In parallel, some considerations and experimental results concerning the energy compaction property of the modified DWT are discussed.