volume 25 issue 6 pages 9738-9746

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

Publication typeJournal Article
Publication date2025-03-15
scimago Q1
wos Q1
SJR1.039
CiteScore8.2
Impact factor4.5
ISSN1530437X, 15581748, 23799153
Abstract
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 $N \times N$ 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.
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Dai Y. et al. Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor // IEEE Sensors Journal. 2025. Vol. 25. No. 6. pp. 9738-9746.
GOST all authors (up to 50) Copy
Dai Y., Zhang W., Li Q., Wu Z., Liu Y. Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor // IEEE Sensors Journal. 2025. Vol. 25. No. 6. pp. 9738-9746.
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RIS Copy
TY - JOUR
DO - 10.1109/jsen.2025.3533890
UR - https://ieeexplore.ieee.org/document/10858654/
TI - Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor
T2 - IEEE Sensors Journal
AU - Dai, Yuzhou
AU - Zhang, Wei
AU - Li, Qitao
AU - Wu, Zhuolun
AU - Liu, Yanyan
PY - 2025
DA - 2025/03/15
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 9738-9746
IS - 6
VL - 25
SN - 1530-437X
SN - 1558-1748
SN - 2379-9153
ER -
BibTex |
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@article{2025_Dai,
author = {Yuzhou Dai and Wei Zhang and Qitao Li and Zhuolun Wu and Yanyan Liu},
title = {Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor},
journal = {IEEE Sensors Journal},
year = {2025},
volume = {25},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {mar},
url = {https://ieeexplore.ieee.org/document/10858654/},
number = {6},
pages = {9738--9746},
doi = {10.1109/jsen.2025.3533890}
}
MLA
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Dai, Yuzhou, et al. “Simplified and Efficient 2-D DWT Hardware Design for Visual Sensor.” IEEE Sensors Journal, vol. 25, no. 6, Mar. 2025, pp. 9738-9746. https://ieeexplore.ieee.org/document/10858654/.