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
  • [21] Development of automatic microscopic image processing system
    Miao, Zhenkui
    Wang, Qingyou
    Liu, Shirong
    Liu, Rui
    Lin, Jiaming
    Guangxue Jishu/Optical Technique, 1997, (01): : 43 - 45
  • [22] Development of automatic microscopic image processing system
    Tianjin Univ, Tianjin, China
    Guangxue Jishu, 1 (43-45):
  • [23] An ANN Based Automatic Hyperspectral Image Processing System with Adaptive Dimensionality Reduction
    Prieto, Abraham
    Souto, D.
    Duro, R. J.
    Lopez-Pena, F.
    2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,
  • [24] An automatic and interactive large-deformation measurement system based on image processing
    Delft University of Technology, 2600 GA Delft, Netherlands
    Exp. Mech., 3 (181-188):
  • [25] Borg: A knowledge-based system for automatic generation of image processing programs
    Clouard, R
    Elmoataz, A
    Porquet, C
    Revenu, M
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (02) : 128 - 144
  • [26] An automatic and interactive large-deformation measurement system based on image processing
    Septanika, EG
    Ernst, LJ
    van den Hooff, LACM
    EXPERIMENTAL MECHANICS, 1998, 38 (03) : 181 - 188
  • [27] An automatic and interactive large-deformation measurement system based on image processing
    E. -G. Septanika
    L. -J. Ernst
    L. -A. C. M. van den Hooff
    Experimental Mechanics, 1998, 38 : 181 - 188
  • [28] Design of computer image automatic processing system based on artificial intelligence algorithm
    You G.
    International Journal of Manufacturing Technology and Management, 2024, 38 (4-5) : 321 - 341
  • [29] An expert system based on fuzzy entropy for automatic threshold selection in image processing
    Avci, Engin
    Avci, Derya
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 3077 - 3085
  • [30] An automatic sorting system for fresh white button mushrooms based on image processing
    Wang, Fengyun
    Zheng, Jiye
    Tian, Xincheng
    Wang, Jianfei
    Niu, Luyan
    Feng, Wenjie
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 151 : 416 - 425