基于FPGA的Separable Gabor滤波器设计

席诗琼; 韩胜; 刘远泽; 耿卫东

Chinese

您当前的位置：

首页 >

文章列表页 >

基于FPGA的Separable Gabor滤波器设计

更新时间：2026-09-04

- 基于FPGA的Separable Gabor滤波器设计
- Design of Separable Gabor Filter Based on FPGAs
- 微电子学与计算机 2018年35卷第12期页码：80-84
- 作者机构：
  
  南开大学光电子薄膜器件与技术研究所光电子薄膜器件与技术天津市重点实验室, 光电信息技术科学教育部重点实验室,天津,300350
- 作者简介：
- 基金信息：
  
  国家自然科学基金 61372060中央高校基本科研业务费专项资金资助
- DOI：
  中图分类号：
- 纸质出版：2018
- 稿件说明：
移动端阅览
席诗琼, 韩胜, 刘远泽, 耿卫东. 基于FPGA的Separable Gabor滤波器设计[J]. 微电子学与计算机, 2018, 35(12): 80-84.

XI Shi-qiong, HAN Sheng, LIU Yuan-ze, et al. Design of Separable Gabor Filter Based on FPGAs[J]. 2018, 35(12): 80-84.
席诗琼, 韩胜, 刘远泽, 耿卫东. 基于FPGA的Separable Gabor滤波器设计[J]. 微电子学与计算机, 2018, 35(12): 80-84. DOI：

XI Shi-qiong, HAN Sheng, LIU Yuan-ze, et al. Design of Separable Gabor Filter Based on FPGAs[J]. 2018, 35(12): 80-84. DOI：

摘要

指纹图像滤波是指纹图像增强耗时最大的过程

为提高指纹滤波的实时性

提出了一种Separable Gabor滤波器

将二维的Gabor滤波器分别拆分为一维带通滤波器和一维低通滤波器.两种滤波器在互相垂直的方向上分别对指纹图像进行卷积.该算法用硬件描述语言在可编程逻辑门阵列(FPGA)上实现.为了节省存储空间

引入了坐标变换和方向变换.实验结果表明

对于同一幅指纹图像

Separable Gabor滤波器和Gabor滤波器的处理结果相似

且前者的处理速度是后者的1.9到4倍

存储空间的消耗仅为Gabor滤波器的16.4%

提高了滤波速度的同时极大的降低了硬件成本.

Abstract

Fingerprint image filtering is the most time-consuming process of fingerprint image enhancement. In order to improve the real-time performance of fingerprint filtering

a Separable Gabor filter is proposed. The two-dimensional Gabor filter is split into a one-dimensional band-pass filter and a one-dimensional low-pass filter. Two filters respectively convolute the fingerprint image in mutually perpendicular directions. The algorithm is realized on FPGA using hardware description language. In order to save memory space in the implementation process

coordinate transformation and direction transformation were introduced. Experimental results show that for the same fingerprint image

the processing results of the Separable Gabor filter and the Gabor filter are similar

and the former is 1.9 to 4 times faster than the latter

the consumption of memory space of the Separable Gabor filter is only 16.4% of the Gabor filter Increases the filtering speed while greatly reducing hardware costs.

关键词

Keywords

references

Alilla A, Faccio M, Vali T, et al. A new low cost fingerprint recognition system on FPGA[C]// IEEE International Conference on Industrial Technology. Cape Town, South Africa.IEEE, 2013: 988-993.

Razak A H A, Taharim R H. Implementing Gabor Filter for fingerprint recognition using Verilog HDL[C]// International Colloquium on Signal Processing % ITS Applications. Kuala Lumpur, Malaysia. IEEE, 2009: 423-427.

丁亮, 苏光大.Gabor滤波算法在邻域处理器中的实现[J].微电子学与计算机, 2011, 28(2):33-36. DOI: 33

Fons M, Fons F, Cantó E, et al. FPGA-based Personal Authentication Using Fingerprints[J]. Journal of Signal Processing Systems, 2012, 66(2):153-189. DOI: 153

Khan T M, Bailey D G, Khan M A U, et al. Efficient Hardware Implementation For Fingerprint Image Enhancement Using Anisotropic Gaussian Filter[J]. IEEE Transactions on Image Processing, 2017, 26(5):2116-2126. DOI: 2116

Areekul V, Watchareeruetai U, Suppasriwasuseth K, et al. Separable Gabor filter realization for fast fingerprint enhancement[C]// IEEE International Conference on Image Processing.Genova, Italy. IEEE, 2005: III-253-6.

Khan T M, Bailey D G, Khan M A U, et al. Efficient hardware implementation strategy for local normalization of fingerprint images[J]. Journal of Real-Time Image Processing, 2016:1-13. DOI: 1

Hong L, Wan Y, Jain A. Fingerprint image enhancement: algorithm and performance evaluation[M]. IEEE Computer Society, 1998.

刘俊宝, 李毅, 韩军, 等.面向指纹图像增强的Gabor滤波器设计[J].计算机工程, 2012, 38(18):130-132. DOI: 130

浏览量

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

一种基于Trie的流水式IP查找结构

一种用于极低压boost系统的高效率电荷泵

注意力机制与改进密集卷积引导的信息隐藏模型

大模型发展综述：从BERT到Deepseek的技术演进

低功耗设计的双链电源关断策略的实现与验证