Auto-focusing and control of micro-vision system

被引:3
|
作者
Zhou, Li-Ping [1 ]
Sun, Zhi-Jun [1 ]
Zhang, Quan [1 ]
机构
[1] Zhou, Li-Ping
[2] Sun, Zhi-Jun
[3] Zhang, Quan
来源
Zhou, L.-P. (zhouliping85@yahoo.com.cn) | 1600年 / Chinese Academy of Sciences卷 / 21期
关键词
Auto focus - Automated microscopy - Micro vision - Micro vision systems - Mountain-climbing - Strong robustness - Tenengrad function - Unsupervised method;
D O I
10.3788/OPE.20132103.0807
中图分类号
学科分类号
摘要
The auto-focusing evaluation function and a controller were researched based on an automated microscopy. At first, the Discrete Wavelet Transform (DWT) and Sobel-Tenengrad function were introduced, and a new auto-focusing evaluation function was proposed by combining the DWT with the Sobel-Tenengrad operator. Then, the defocused and focused sample pictures were used to train the Self-organizing Map (SOM) algorithm in a unsupervised method, and the Particle Swarm Optimization (PSO) was used to accelerate the training process. Finally, an auto-focusing experiment was carried out by using the trained SOM controller. The experimental results show that the new auto-focusing function has the characters of single steep peak and strong robustness to different samples and objective lenses. The results also indicate that the SOM based controller only takes 7.6 steps for auto-focusing process on average, and the focusing speed and stability have been greatly improved compared with that using the mountain climbing method. Moreover, it processes or recognizes the input image only for about 120 ms. The proposed method has met the requirements of auto-focusing of micro-vision system, and obtained good results.
引用
收藏
页码:807 / 812
相关论文
共 50 条
  • [1] Research on auto-focusing technology for micro vision system
    Sha, Xiaopeng
    Li, Wenchao
    Lv, Xiaoyong
    Lv, Jiangtao
    Li, Zhiquan
    OPTIK, 2017, 142 : 226 - 233
  • [2] Automatic focusing system of micro-vision based on image analysis
    Sun, Minglei
    Zong, Guanghua
    Yu, Zhiwei
    Bi, Shusheng
    Yu, Jingjun
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2005, 31 (02): : 192 - 196
  • [3] Micro-vision auto focus by image analysis
    School of Mechatronic, Wuhan University Technology, Wuhan 430070, China
    不详
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2007, 35 (05): : 1 - 4
  • [4] A Novel Auto-focusing Method Applied to Micro Manipulation System
    Wang, Chaohui
    Guo, Guang
    Zhang, Xin
    Ye, Peng
    INTELLIGENT ROBOTICS AND APPLICATIONS, PT II, PROCEEDINGS, 2008, 5315 : 558 - 565
  • [5] Micro-assembly auto-focusing system based on image processing
    Department of Precision Instrument and Mechanology, Tsinghua University, Beijing 100084, China
    Guangxue Jingmi Gongcheng, 2006, 3 (468-472):
  • [6] Auto-focusing system based on DSP
    School of Instrument Science and Opto-electronics Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China
    Guangdian Gongcheng, 2007, 8 (134-138):
  • [7] An auto-focusing measurement system with the piezoelectric translator
    Zhang, JH
    Cai, LL
    1997 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION - PROCEEDINGS, VOLS 1-4, 1997, : 2801 - 2806
  • [8] An auto-focusing method for imaging ellipsometry system
    Meng, Y. H.
    Chen, S.
    Jin, G.
    PHYSICA STATUS SOLIDI C - CURRENT TOPICS IN SOLID STATE PHYSICS, VOL 5, NO 5, 2008, 5 (05): : 1046 - 1049
  • [9] Design of auto-focusing system based on embedded
    Electronic Engineering Department, Guilin University of Electronic Technology, Guilin 541004, China
    Yi Qi Yi Biao Xue Bao, 2007, SUPP. 4 (62-65):
  • [10] Towards a Compact Vision-based Auto-Focusing System for Endoscopic Laser Surgery
    Geraldes, Andre
    Penza, Veronica
    Manos, Leonardo S.
    2021 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2021, : 9461 - 9466