Title :
An Efficient Algorithm for Daubechies Lifting Wavelets Using Algebraic Integers
Author :
Balakrishnan, Pranav ; Hasan, Md Maodudul ; Wahid, Khan A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Saskatchewan, Saskatoon, SK, Canada
Abstract :
This paper presents an efficient lifting-based algorithm for the computation of Daubechies-4 (D4) and Daubechies-6 (D6) wavelet transforms using an algebraic integer quantization (AIQ) technique. The transform filter coefficients are first mapped by algebraic integers, and then quantized using a subband coding algorithm. The performance of the algorithm is assessed by using several benchmark images and the results are compared in terms of peak signal-to-noise ratio and bit rate. The architecture of both D4 and D6 is implemented on field programmable gate array (FPGA). The results show that the proposed AIQ-based implementations perform better and consume fewer resources than similar other lifting-based techniques.
Keywords :
encoding; field programmable gate arrays; filtering theory; quantisation (signal); wavelet transforms; AIQ; Daubechies lifting wavelets; Daubechies-4 wavelet transforms; Daubechies-6 wavelet transforms; FPGA; algebraic integer quantization; field programmable gate array; lifting-based algorithm; subband coding algorithm; transform filter coefficients; Discrete wavelet transforms; Hardware; Image coding; PSNR; Quantization (signal); Algebraic integers; Daubechies wavelet transform; image compression; lifting scheme;
Journal_Title :
Electrical and Computer Engineering, Canadian Journal of
DOI :
10.1109/CJECE.2014.2316227