Study on the automatic instrumental reading system based on image processing

被引:0
|
作者
Song, Le [1 ]
Lin, Yuchi [1 ]
机构
[1] Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Tianjin 300072, Peoples R China
关键词
automatic reading; character recognition; image processing; neural network; ocular optical instrument;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new solution to the automatic reading of the traditional ocular optical instruments is proposed in this paper. A CMOS image sensor is used as the image capturing device and a series of image pre-processing algorithms are adopted to locate the reticles and digit characters in the ocular lens view images. A two-layer character recognition model which combines the template matching method and an optimized concurrent neural network is established. The method based on multiple complementary extraction is used to generate eigenvectors of the network. In order to improve the fault-tolerance capacity, rotation invariant features based on Tchebichef moments are extracted from digit characters and a four-dimensional group of the outline features is also obtained. The experimental result shows in applying the newly developed algorithm, the system has high recognition ratio and acceptable reading precision. In addition, the method has good universality and flexibility, which can be widely applied for the upgrading of various traditional optical instruments.
引用
收藏
页码:3870 / 3875
页数:6
相关论文
共 50 条
  • [1] Automatic draft reading based on image processing
    Tsujii, Takahiro
    Yoshida, Hiromi
    Iiguni, Youji
    OPTICAL ENGINEERING, 2016, 55 (10)
  • [2] Study of the automatic reading of watt meter based on image processing technology
    Shu, Dongmei
    Ma, Shuhua
    Jing, Chunguo
    ICIEA 2007: 2ND IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-4, PROCEEDINGS, 2007, : 2214 - 2217
  • [3] Automatic Electricity Meter Reading Based on Image Processing
    Elrefaei, Lamiaa A.
    Bajaber, Asrar
    Natheir, Sumayyah
    AbuSanab, Nada
    Bazi, Marwa
    2015 IEEE JORDAN CONFERENCE ON APPLIED ELECTRICAL ENGINEERING AND COMPUTING TECHNOLOGIES (AEECT), 2015,
  • [4] EXPERIMENTAL STUDY FOR AUTOMATIC COLONY COUNTING SYSTEM BASED ON IMAGE PROCESSING
    Fang, Junlong
    Li, Wenzhe
    Wang, Guoxin
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE II, VOLUME 2, 2009, 295 : 1061 - +
  • [5] Automatic reading recognition system for analog measuring instruments base on digital image processing
    Zhang, Junguo
    Wang, Yi
    Lin, Fantao
    Journal of Applied Sciences, 2013, 13 (13) : 2562 - 2567
  • [6] FPGA based system for automatic cDNA microarray image processing
    Belean, Bogdan
    Borda, Monica
    Le Gal, Bertrand
    Terebes, Romulus
    COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2012, 36 (05) : 419 - 429
  • [7] Automatic measurement system of invar rods based on image processing
    School of Electronic Engineering and Optoelectronic Technology, Nanjing University of Science and Technology, Nanjing, Jiangsu 210094, China
    不详
    Guangxue Xuebao, 2009, 6 (1519-1522):
  • [8] The Design for Automatic Target Reporting System based on Image Processing
    Xu Zhihui
    Li Weizhong
    Xiao Yongjun
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION APPLICATIONS (ICCIA 2012), 2012, : 1678 - 1680
  • [9] A multiprocessor based automatic hail flow image processing system
    Li, XQ
    Wee, WG
    Niu, AQ
    HYBRID IMAGE AND SIGNAL PROCESSING VI, 1998, 3389 : 124 - 132
  • [10] Implementation of ZigBee and Image Picking Based Automatic Meter Reading System
    Xu, Xiang
    Zhang, Sanfeng
    Zhang, Rui
    Han, Chunnan
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 4856 - 4862