{"title":"低延迟递归中值滤波器的FPGA实现","authors":"Bo Peng, Yuzhu Zhou, Qiang Li, Maosong Lin, Jiankui Weng, Qiang Zeng","doi":"10.1109/ICFPT56656.2022.9974273","DOIUrl":null,"url":null,"abstract":"The recursive median filter has stronger noise at-tenuation capability than the median filter, especially for high-intensity and irregularly distributed noise. However, the recursive operation prevents recursive median filter from being pipelined, which leads to the recursive median filter being not real-time enough to be widely applied. This paper presents an FPGA implementation of low-latency recursive median filter. The proposed architecture completes the median calculation of the current window and the data pre-processing of the next window in one clock cycle, thereby reducing the calculation complexity of each median. The results show that for 5x5 window, the proposed recursive median filter core operates at a maximum frequency of 334 MHz on a zynq ultrascale+ FPGA device, which meets the real-time processing requirements for Full High Definition(FHD) images.","PeriodicalId":239314,"journal":{"name":"2022 International Conference on Field-Programmable Technology (ICFPT)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"FPGA Implementation of Low-Latency Recursive Median Filter\",\"authors\":\"Bo Peng, Yuzhu Zhou, Qiang Li, Maosong Lin, Jiankui Weng, Qiang Zeng\",\"doi\":\"10.1109/ICFPT56656.2022.9974273\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The recursive median filter has stronger noise at-tenuation capability than the median filter, especially for high-intensity and irregularly distributed noise. However, the recursive operation prevents recursive median filter from being pipelined, which leads to the recursive median filter being not real-time enough to be widely applied. This paper presents an FPGA implementation of low-latency recursive median filter. The proposed architecture completes the median calculation of the current window and the data pre-processing of the next window in one clock cycle, thereby reducing the calculation complexity of each median. The results show that for 5x5 window, the proposed recursive median filter core operates at a maximum frequency of 334 MHz on a zynq ultrascale+ FPGA device, which meets the real-time processing requirements for Full High Definition(FHD) images.\",\"PeriodicalId\":239314,\"journal\":{\"name\":\"2022 International Conference on Field-Programmable Technology (ICFPT)\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 International Conference on Field-Programmable Technology (ICFPT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICFPT56656.2022.9974273\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 International Conference on Field-Programmable Technology (ICFPT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICFPT56656.2022.9974273","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
摘要
递归中值滤波器比中值滤波器具有更强的噪声衰减能力,特别是对于高强度和不规则分布的噪声。然而,递归操作阻碍了递归中值滤波的流水线化,导致递归中值滤波的实时性不够,无法得到广泛应用。本文提出了一种低延迟递归中值滤波器的FPGA实现方法。该架构在一个时钟周期内完成当前窗口的中值计算和下一个窗口的数据预处理,从而降低了每个中值的计算复杂度。结果表明,对于5x5窗口,所提出的递归中值滤波器内核在zynq ultrascale+ FPGA器件上的最大工作频率为334 MHz,满足全高清(Full High Definition, FHD)图像的实时处理要求。
FPGA Implementation of Low-Latency Recursive Median Filter
The recursive median filter has stronger noise at-tenuation capability than the median filter, especially for high-intensity and irregularly distributed noise. However, the recursive operation prevents recursive median filter from being pipelined, which leads to the recursive median filter being not real-time enough to be widely applied. This paper presents an FPGA implementation of low-latency recursive median filter. The proposed architecture completes the median calculation of the current window and the data pre-processing of the next window in one clock cycle, thereby reducing the calculation complexity of each median. The results show that for 5x5 window, the proposed recursive median filter core operates at a maximum frequency of 334 MHz on a zynq ultrascale+ FPGA device, which meets the real-time processing requirements for Full High Definition(FHD) images.