Hierarchical Palmprint Identification Based on Gabor Filter And LBP

Computer Engineering and Applications ›› 2007, Vol. 43 ›› Issue (6): 212-215.

• 工程与应用 • Previous Articles Next Articles

Hierarchical Palmprint Identification Based on Gabor Filter And LBP

Lian Qiusheng Liu Chunliang

The College of Information Science and Engineering, YanShan University Qinhuangdao 066004

Received:2006-03-27 Revised:1900-01-01 Online:2007-02-21 Published:2007-02-21

基于Gabor滤波器和LBP的分级掌纹识别

练秋生刘春亮

燕山大学河北省秦皇岛燕山大学信息工程学院通讯与电子工程系

通讯作者: 刘春亮

Abstract

Abstract: This paper first presents a new method of Palmprint identification by using local binary pattern (LBP). By referring to hierarchical retrieval, Gabor filter is first used to extract the global energy feature, and then LBP operator is used to extract the local feature, which are used to classify twice. The experiment result shows that the identification rate can be improved further by comparison with the method of using Gabor filter only.

Key words: palmprint identification, LBP, Gabor, hierarchical retrieval

摘要： 本文首次提出将局部二进制模式(LBP)应用到掌纹识别中。借鉴分级检索的思想，先采用Gabor滤波器提取掌纹的全局能量特征，后采用LBP算子提取局部特征实现两次分类。实验结果表明，与单纯的Gabor滤波器方法相比，系统的识别率可进一步提高。

关键词: 掌纹识别, LBP, Gabor, 分级检索

Lian Qiusheng Liu Chunliang. Hierarchical Palmprint Identification Based on Gabor Filter And LBP[J]. Computer Engineering and Applications, 2007, 43(6): 212-215.

练秋生刘春亮. 基于Gabor滤波器和LBP的分级掌纹识别[J]. 计算机工程与应用, 2007, 43(6): 212-215.

[1]	MAO Yimin, ZHANG Ruipeng, GAO Bo. Deep Convolutional Neural Network Algorithm Based on Feature Map in Big Data Environment [J]. Computer Engineering and Applications, 2022, 58(15): 110-116.
[2]	WANG Changlong, ZHANG Yuandong, MIAO Hong, YANG Yuheng. Application of Double Channel Convolutional Neural Network in Pumpkin Diseases Identification [J]. Computer Engineering and Applications, 2021, 57(5): 183-189.
[3]	CAI Xiumei, BIAN Jingwei, WU Chengmao, WANG Yan. Research on Robust Feature Extraction and Matching Methods Based on LBP [J]. Computer Engineering and Applications, 2021, 57(16): 228-236.
[4]	ZHANG Ren, HE Ning. A Survey of Micro-Expression Recognition Methods [J]. Computer Engineering and Applications, 2021, 57(1): 38-47.
[5]	YUAN Xiaoping, CUI Qiwen, CHENG Gan, ZHANG Xia, ZHANG Yi, WANG Suyuan. Improved Gabor Self Quotient Image Algorithm and Its Application to Face Recognition [J]. Computer Engineering and Applications, 2020, 56(5): 206-213.
[6]	HUANG Guangjun, DENG Yuanlong. Polarizer Visual Defect Detection and Classification Based on Improved LBP and SVM Algorithm [J]. Computer Engineering and Applications, 2020, 56(22): 251-255.
[7]	GONG Rui, WANG Xiaochun. Multi-Focus Image Fusion Method Based on C-EWT [J]. Computer Engineering and Applications, 2020, 56(2): 201-210.
[8]	LIANG Huagang, ZHANG Zhiwei, WANG Yaru. Expression Recognition Method for Adaptive Gabor Convolution Kernel Coding Network [J]. Computer Engineering and Applications, 2020, 56(10): 149-156.
[9]	CHEN Wenbing1，2, LIU Xiaoming1, WANG Hongbin2, CHEN Yunjie1. Application of G-CNN Model in Foggy Weather Situation Recognition [J]. Computer Engineering and Applications, 2019, 55(8): 124-131.
[10]	ZHAO Hongwei, WANG Yihong. Fabric Defect Detection Method Based on Improved Optimal Gabor Filter [J]. Computer Engineering and Applications, 2019, 55(24): 202-207.
[11]	LI Zhe, YU Mengru. Vehicle-Logo Recognition Based on Ensemble Learning with Multiple LBP Features [J]. Computer Engineering and Applications, 2019, 55(20): 134-138.
[12]	HAN Xixi, WEI Min, XU Xiyi, LI Qiaoyue, CHEN Xi, ZHU Hancheng. Traffic Sign Recognition Algorithm Based on Multiple-Feature Fusion [J]. Computer Engineering and Applications, 2019, 55(18): 195-200.
[13]	DONG Junlan, ZHANG Ling, CHEN Yunhua. Facial Expression Recognition by Adaptive Weighted Fusion of Salient Structural Tensor and LBP [J]. Computer Engineering and Applications, 2019, 55(17): 185-190.
[14]	YE Feng, YE Xueyi, LUO Xiaohan, CHEN Ze. Face Recognition Based on SA-CRC of Multi-Layer AR-LBP and WLD Feature Fusion [J]. Computer Engineering and Applications, 2019, 55(14): 134-141.
[15]	ZHANG Zheyuan, ZHANG Ling, CHEN Yunhua. Facial Expression Recognition Combined with Block LBP and Projective Dictionary Pair Learning [J]. Computer Engineering and Applications, 2019, 55(12): 149-154.

Hierarchical Palmprint Identification Based on Gabor Filter And LBP

基于Gabor滤波器和LBP的分级掌纹识别

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics