Energy-Efficient 8-Point DCT Approximations: Theory and Hardware Architectures

被引:9
|
作者
Cintra, Renato J. [1 ,2 ,3 ]
Bayer, Fabio M. [4 ,5 ]
Coutinho, Vitor A. [6 ,7 ]
Kulasekera, Sunera [8 ]
Madanayake, Arjuna [8 ]
Leite, Andre [1 ]
机构
[1] Univ Fed Pernambuco, Dept Estat, Signal Proc Grp, Recife, PE, Brazil
[2] Univ Rennes 1, IRISA INRIA, Equipe Cairn, Rennes, France
[3] Inst Natl Sci Appl, LIRIS, Lyon, France
[4] Univ Fed Santa Maria, Dept Estat, Santa Maria, RS, Brazil
[5] Univ Fed Santa Maria, LACESM, Santa Maria, RS, Brazil
[6] Univ Fed Pernambuco, Grad Program Elect Engn, Dept Estat, Recife, PE, Brazil
[7] Univ Fed Pernambuco, Signal Proc Grp, Dept Estat, Recife, PE, Brazil
[8] Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA
关键词
DCT approximation; Image compression; FPGA; Pruned transforms; DISCRETE COSINE; IMAGE COMPRESSION; TRANSFORM; ALGORITHM; HEVC;
D O I
10.1007/s00034-015-0233-z
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
Due to its remarkable energy compaction properties, the discrete cosine transform (DCT) is employed in a multitude of compression standards, such as JPEG and H.265/HEVC. Several low-complexity integer approximations for the DCT have been proposed for both 1D and 2D signal analyses. The increasing demand for low-complexity, energy-efficient methods requires algorithms with even lower computational costs. In this paper, new 8-point DCT approximations with very low arithmetic complexity are presented. The new transforms are proposed based on pruning state-of-the-art DCT approximations. The proposed algorithms were assessed in terms of arithmetic complexity, energy retention capability, and image compression performance. In addition, a metric combining performance and computational complexity measures was proposed. Results showed good performance and extremely low computational complexity. Introduced algorithms were mapped into systolic-array digital architectures and physically realized as digital prototype circuits using FPGA technology and mapped to 45 nm CMOS technology. All hardware-related metrics showed low resource consumption of the proposed pruned approximate transforms. The best proposed transform according to the introduced metric presents a reduction in power consumption of 21-25 %.
引用
收藏
页码:4009 / 4029
页数:21
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