Title :
A memory efficient algorithm for multi-dimensional wavelet transform based on lifting
Author :
Taghavi, Zeinab ; Kasaei, Shohreh
Author_Institution :
Sharif Univ. of Technol., Tehran, Iran
Abstract :
The conventional implementation of multi-dimensional wavelet transform (e.g. 3D wavelet) requires either a high amount of "in access" memory or a continual access to slow memory of a processor which makes it infeasible for most applications. In this paper, we propose a novel algorithm for computation of an nD discrete wavelet transform (DWT) based on a lifting scheme. In addition to the benefits of the lifting scheme (which causes a major reduction in computational complexity and performs the total computations in the time domain), our real-time approach computes the coefficients for all kinds of 1st and 2nd generation wavelets with short delay and optimized utilization of the slow and fast memories of a processor.
Keywords :
delays; discrete wavelet transforms; multidimensional signal processing; computational complexity reduction; discrete wavelet transform; lifting scheme; memory efficient algorithm; multi-dimensional wavelet transform; nD DWT; real-time approach; short delay; time domain computations; Algorithm design and analysis; Computational complexity; Discrete transforms; Discrete wavelet transforms; Filters; Matrix decomposition; Read-write memory; Signal processing; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1201703