Lifting factorization-based discrete wavelet transform architecture design

被引:55
|
作者
Jiang, WQ [1 ]
Ortega, A [1 ]
机构
[1] Univ So Calif, Dept Elect Engn Syst, Integrated Media Syst Ctr, Los Angeles, CA 90089 USA
关键词
boundary postprocessing; discrete wavelet transform; overlap-state; parallel algorithm; sequential algorithm; split-and-merge;
D O I
10.1109/76.920194
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, tao new system architectures, overlap-state sequential and split-and-merge parallel, are proposed based on a novel boundary postprocessing technique for the computation of the discrete wavelet transform (DWT). The basic idea is to introduce multilevel partial computations for samples near data boundaries based on a finite state machine model of the DWT derived from the lifting scheme. The key observation is that these partially computed (lifted) results can also be stored back to their original locations and the transform can be continued anytime later as long as these partial computed results are preserved. It is shown that such an extension of the in-place calculation feature of the original lifting algorithm greatly helps to reduce the extra buffer and communication overheads, in sequential and parallel system implementations, respectively. Performance analysis and experimental results show that, for the Daubechies (9,7) wavelet filters, using the proposed boundary postprocessing technique, the minimal required buffer size in the line-based sequential DWT algorithm [1] is 40% less than the best available approach. In the parallel DWT algorithm me show 30% faster performance than existing approaches.
引用
收藏
页码:651 / 657
页数:7
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