• DocumentCode
    3494183
  • Title

    Improved Active Shape Model for automatic optical phase identification of microdrill bits in Printed Circuit Board production

  • Author

    Duan, Guifang ; Che, Yen-Wei

  • Author_Institution
    Grad. Sch. of Sci. & Eng., Ritsumeikan Univ., Kusatsu, Japan
  • fYear
    2009
  • fDate
    7-10 Nov. 2009
  • Firstpage
    425
  • Lastpage
    428
  • Abstract
    An improved active shape model (ASM), for automatic optical phase identification of microdrill bits in printed circuit board (PCB) production, is presented. To overcome the limitations of conventional ASM on fitting new instants of microdrill bits, six key landmarks are defined for the initialization and optimization of ASM, and a novel method based on projection profiles is also proposed for these key landmarks detection. In addition, local structures of landmarks are redefined according to the feature of microdrill bit images. The fitted shape points are employed for phase identification of microdrill bits with a correlation coefficient as the distance criterion. Experimental results show that our proposed method outperforms the conventional ASM and can improve the accuracy of phase identification of microdrill bits.
  • Keywords
    automatic optical inspection; correlation methods; drilling; drilling machines; object detection; printed circuit manufacture; active shape model; automatic optical phase identification; correlation coefficient; distance criterion; fitted shape points; key landmarks detection; microdrill bit images; microdrill bits; printed circuit board production; projection profiles; Active shape model; Deformable models; Fitting; Inspection; Neodymium; Optimization methods; Printed circuits; Production; Robustness; Training data; Active Shape Model; key landmark; microdrill bit; phase identification; projection profile;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2009 16th IEEE International Conference on
  • Conference_Location
    Cairo
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-5653-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2009.5414422
  • Filename
    5414422