Real-Time FPGA Implementation of Recursive Wavelet Packet Transform

被引:0
|
作者
Gopalakrishna, Vanishree [1 ]
Kehtarnavaz, Nasser [1 ]
Patlolla, Chandrasekhar [1 ]
Carlsohn, Matthias F. [2 ]
机构
[1] Univ Texas Dallas, Dept Elect Engn, Richardson, TX 75083 USA
[2] Comp Vis & Image Comm, Bremen, Germany
来源
REAL-TIME IMAGE AND VIDEO PROCESSING 2012 | 2012年 / 8437卷
关键词
Recursive wavelet packet transform; real-time implementation; FPGA implementation; graphical FPGA programming;
D O I
10.1117/12.924156
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
To address the computational complexity of the wavelet packet transform of a moving window with a large amount of overlap between consecutive windows, the recursive computation approach was introduced previously(1). In this work, this approach is extended to 2D or images. In addition, the FPGA implementation of the recursive approach for updating wavelet coefficients is performed by using the LabVIEW FPGA module. This programming approach is graphical and requires no knowledge of relatively involved hardware description languages. A number of optimization steps including both filter and wavelet stage pipelining are taken in order to achieve a real-time throughput. It is shown that the recursive approach reduces the computational complexity significantly as compared to the non-recursive or the classical computation of wavelet packet transform. For example, the number of multiplications is reduced by a factor of 3 for a 3-stage 1D transform of moving windows containing 128 samples and by a factor of 12 for a 3-stage 2D transform of moving window blocks of size 16x16 with 50% overlap.
引用
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页数:9
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