Design of a Low-Cost Stochastic Computing-based Median Filter for Digital Image Processing

被引:1
作者
Lee, Donghui [1 ]
Kim, Yongtae [1 ]
机构
[1] Kyungpook Natl Univ, Sch Comp Sci & Engn, Daegu, South Korea
来源
2024 21ST INTERNATIONAL SOC DESIGN CONFERENCE, ISOCC | 2024年
基金
新加坡国家研究基金会;
关键词
stochastic computing; median filter; comparator;
D O I
10.1109/ISOCC62682.2024.10762709
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Stochastic computing (SC) is an approximate computation method that enables the design of low-cost and error-tolerant systems. The median filter (MF) is one of the widely used filters in image processing and is particularly effective in removing salt-and-pepper noise. In this paper, we propose an energy-efficient SC-based MF. The proposed SC-based MF increases hardware efficiency while maintaining performance quality by reducing the number of comparators. The proposed SC-based MF was implemented using Verilog HDL and synthesized using 65-nm CMOS technology. The proposed SC-based MF achieves up to 63.4% and 75.2% savings in area and power, respectively, compared to the binary implementation of MF. Furthermore, compared to the conventional SC-based MF, the proposed design improves by 13.2% and 10.2%, respectively. Despite a slight decrease in peak signal-to-noise ratio (PSNR), the proposed design exhibits excellent overall hardware performance.
引用
收藏
页码:298 / 299
页数:2
相关论文
共 7 条
[1]  
[Anonymous], 1998, Sorting and Searching
[2]  
Gaines B. R, 1969, Advances in Information Systems Science, P37
[3]   Enhancing Stochastic Computing using a Novel Hybrid Random Number Generator Integrating LFSR and Halton Sequence [J].
Lee, Donghui ;
Baik, Junhyuk ;
Kim, Yongtae .
2023 20TH INTERNATIONAL SOC DESIGN CONFERENCE, ISOCC, 2023, :7-8
[4]   Towards Quantized Stochastic Computing by Leveraging Reduced Precision Binary Numbers through Bit Truncation [J].
Lee, Donghui ;
Kim, Yongtae .
2023 IEEE 41ST INTERNATIONAL CONFERENCE ON COMPUTER DESIGN, ICCD, 2023, :419-422
[5]   An Accurate and Efficient Stochastic Computing Adder Exploiting Bit Shuffle Control Scheme [J].
Lee, Donghui ;
Baik, Junhyuk ;
Kim, Yongtae .
2022 19TH INTERNATIONAL SOC DESIGN CONFERENCE (ISOCC), 2022, :51-52
[6]   Toward Energy-Efficient Stochastic Circuits Using Parallel Sobol Sequences [J].
Liu, Siting ;
Han, Jie .
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2018, 26 (07) :1326-1339
[7]   A Survey of Stochastic Computing Neural Networks for Machine Learning Applications [J].
Liu, Yidong ;
Liu, Siting ;
Wang, Yanzhi ;
Lombardi, Fabrizio ;
Han, Jie .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 32 (07) :2809-2824