Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor

被引:0
|
作者
Dai, Yuzhou [1 ]
Zhang, Wei [1 ]
Li, Qitao [1 ]
Wu, Zhuolun [1 ]
Liu, Yanyan [2 ]
机构
[1] Tianjin Univ, Sch Microelect, Tianjin 300072, Peoples R China
[2] Nankai Univ, Coll Elect Informat & Opt Engn, Tianjin 300071, Peoples R China
关键词
Discrete wavelet transforms; Adders; Computer architecture; Sensors; Hardware; Wireless sensor networks; Visualization; Parallel processing; Wireless communication; Strips; 2-D discrete wavelet transform (DWT); hardware design; lifting architecture; very-large-scale integration (VLSI); visual sensor; ARCHITECTURE; IMPLEMENTATION;
D O I
10.1109/JSEN.2025.3533890
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 article, a simplified efficient 2-D discrete wavelet transform (DWT) architecture based on the lifting scheme is presented. By approximating the multipliers required for the multiplication operations in the Cohen-Daubechies-Feauveau (CDF) 9/7 filter, computational resources are significantly reduced. In addition, the strip-based scanning method requires minimal storage resources; for single-level 2-D DWT, there is no need for RAM resources that are dependent on image size. This characteristic makes the proposed architecture particularly well-suited for applications in wireless visual sensor networks (WVSNs). The proposed 2-D DWT and IDWT hardware implementations ensure a reconstructed quality exceeding 90.56-dB peak signal-to-noise ratio (PSNR) for various N x N images with low power consumption. Compared to existing 2-D DWT architectures, our design offers significant advantages, particularly when processing larger block sizes. The area-delay product (ADP) is reduced by at least 10.02%, the energy per image (EPI) decreases by 75.98%, and power consumption is lowered by 53.52%. Furthermore, the circuit performance in the multilevel architecture is outstanding, and the savings in required resources and energy make the proposed architecture highly suitable for applications in WVSNs.
引用
收藏
页码:9738 / 9746
页数:9
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