Improved local binary pattern for real scene optical character recognition

被引:23
作者
Yang, Chu-Sing [1 ]
Yang, Yung-Hsuan [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Elect Engn, 1 Univ Rd, Tainan 701, Taiwan
关键词
Local binary pattern; Optical character recognition; Edge descriptor; Integral image; Recognition speed; TEXTURE CLASSIFICATION;
D O I
10.1016/j.patrec.2017.08.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A strong edge descriptor is an important topic in a wide range of applications. Local binary pattern (LBP) techniques have been applied to numerous fields and are invariant with respect to luminance and rotation. However, the performance of LBP for optical character recognition is not as good as expected. In this study, we propose a robust edge descriptor called improved LBP (ILBP), which is designed for optical character recognition. ILBP overcomes the noise problems observed in the original LBP by searching over scale space, which is implemented using an integral image with a reduced number of features to achieve recognition speed. In experiments, we evaluated ILBP's performance on the ICDAR03, chars74K, IIIT5K, and Bib digital databases. The results show that ILBP is more robust to blur and noise than LBP. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:14 / 21
页数:8
相关论文
共 44 条
[1]   Face description with local binary patterns:: Application to face recognition [J].
Ahonen, Timo ;
Hadid, Abdenour ;
Pietikainen, Matti .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (12) :2037-2041
[2]   AN INTRODUCTION TO KERNEL AND NEAREST-NEIGHBOR NONPARAMETRIC REGRESSION [J].
ALTMAN, NS .
AMERICAN STATISTICIAN, 1992, 46 (03) :175-185
[3]  
[Anonymous], 2015, INT JOINT C COMP VIS
[4]  
[Anonymous], 2006, BMVC
[5]   A hierarchical face recognition method based on Local Binary Pattern [J].
Bai, Gang ;
Zhu, Yi ;
Ding, Zongyao .
CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 2, PROCEEDINGS, 2008, :610-614
[6]   Fast High Dimensional Vector Multiplication Face Recognition [J].
Barkan, Oren ;
Weill, Jonathan ;
Wolf, Lior ;
Aronowitz, Hagai .
2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, :1960-1967
[7]   SURF: Speeded up robust features [J].
Bay, Herbert ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, 2006, 3951 :404-417
[8]   Racing Bib Number Recognition [J].
Ben-Ami, Idan ;
Basha, Tali ;
Avidan, Shai .
PROCEEDINGS OF THE BRITISH MACHINE VISION CONFERENCE 2012, 2012,
[9]  
Calonder M., 2010, P EUR C COMP VIS, P779
[10]   WLD: A Robust Local Image Descriptor [J].
Chen, Jie ;
Shan, Shiguang ;
He, Chu ;
Zhao, Guoying ;
Pietikainen, Matti ;
Chen, Xilin ;
Gao, Wen .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2010, 32 (09) :1705-1720