A Pipeline VLSI Architecture for Fast Computation of the 2-D Discrete Wavelet Transform

被引:30
作者
Zhang, Chengjun [1 ]
Wang, Chunyan [1 ]
Ahmad, M. Omair [1 ]
机构
[1] Concordia Univ, Dept Elect & Comp Engn, Ctr Signal Proc & Commun, Montreal, PQ H3G 1M8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Computational parallelism; discrete wavelet transform; FPGA implementation; image processing; multi-resolution filtering; non-separable approach; parallel architecture; pipeline architecture; real-time processing; VLSI architecture; HIGH-SPEED COMPUTATION; 1-D; IMPLEMENTATION; DESIGN;
D O I
10.1109/TCSI.2011.2180432
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, a scheme for the design of a high-speed pipeline VLSI architecture for the computation of the 2-D discrete wavelet transform (DWT) is proposed. The main focus in the development of the architecture is on providing a high operating frequency and a small number of clock cycles along with an efficient hardware utilization by maximizing the inter-stage and intra-stage computational parallelism for the pipeline. The inter-stage parallelism is enhanced by optimally mapping the computational task of multi decomposition levels to the stages of the pipeline and synchronizing their operations. The intra-stage parallelism is enhanced by dividing the 2-D filtering operation into four subtasks that can be performed independently in parallel and minimizing the delay of the critical path of bit-wise adder networks for performing the filtering operation. To validate the proposed scheme, a circuit is designed, simulated, and implemented in FPGA for the 2-D DWT computation. The results of the implementation show that the circuit is capable of operating with a maximum clock frequency of 134MHz and processing 1022 frames of size 512 512 per second with this operating frequency. It is shown that the performance in terms of the processing speed of the architecture designed based on the proposed scheme is superior to those of the architectures designed using other existing schemes, and it has similar or lower hardware consumption.
引用
收藏
页码:1775 / 1785
页数:11
相关论文
共 36 条
  • [1] An efficient architecture for a lifted 2D biorthogonal DWT
    Alam, M
    Badawy, W
    Dimitrov, V
    Jullien, G
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2005, 40 (03): : 335 - 342
  • [2] A comparison of 2-D discrete wavelet transform computation schedules on FPGAs
    Angelopoulou, Maria
    Masselos, Konstantinos
    Cheung, Peter
    Andreopoulos, Yiannis
    [J]. 2006 IEEE International Conference on Field Programmable Technology, Proceedings, 2006, : 181 - 188
  • [3] BENKRID A, 2001, P IEEE S FIELD PROGR, P190
  • [4] EFFICIENT REALIZATIONS OF THE DISCRETE AND CONTINUOUS WAVELET TRANSFORMS - FROM SINGLE-CHIP IMPLEMENTATIONS TO MAPPINGS ON SIMD ARRAY COMPUTERS
    CHAKRABARTI, C
    VISHWANATH, M
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (03) : 759 - 771
  • [5] Chen CY, 2000, ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL I, P619, DOI 10.1109/ISCAS.2000.857171
  • [6] High-speed VLSI implementation of 2-d discrete wavelet transform
    Cheng, Chao
    Parhi, Keshab K.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (01) : 393 - 403
  • [7] Line-based, reduced memory, wavelet image compression
    Chrysafis, C
    Ortega, A
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (03) : 378 - 389
  • [8] A novel VLSI architecture for multidimensional discrete wavelet transform
    Dai, QH
    Chen, XJ
    Lin, C
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004, 14 (08) : 1105 - 1110
  • [9] Handling borders in systolic architectures for the 1-D discrete wavelet transform for perfect reconstruction
    Ferretti, M
    Rizzo, D
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (05) : 1365 - 1378
  • [10] Guevorkian D., 2005, Patent No. [U.S. 6976046, 6976046]