Abstract
Three major approaches to pattern recognition, (1) template matching, (2) decision-theoretic approach, and (3) structural and syntactic approach, are briefly introduced. The application of these approaches to automatic visual inspection of manufactured products are then reviewed. A more general method for automatic visual inspection of IC chips is then proposed. Several practical examples are included for illustration.
This work was supported by the National Science Foundation Grant ECS 81-19886.
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References
K. S. Fu, Sequential Methods in Pattern Recognition and Machine Learning, New York: Academic, 1968.
T. Cover, “Recent books on pattern recognition,” IEEE Trans, Info, Theory, Vol. IT-19, November 1973.
C. H. Chen, Statistical Pattern Recognition, New York: Hayden, 1973.
Y. T. Chien, Interactive Pattern Recognition, Marcel Dekker, New York, 1978.
R. O. Duda and P. E. Hart, Pattern Classification and Scene Analysis, New York, Wiley, 1973.
K. S. Fu, Ed., Digital Pattern Recognition, Communication and Cybernetics, Vol. 10, New York: Springer, 1976.
J. T. Tou and R. C. Gonzalez, Pattern Recognition Principles, New York: Addison-Wesley, 1974.
K. S. Fu and A. Rosenfeld, “Pattern recognition and image processing,” IEEE Trans, on Computers, Vol. C-25, December 1976.
K. S. Fu, Ed., Special Issue of IEEE Proceedings on Pattern Recognition and Image Processing, May 1979.
K. S. Fu, Syntactic Pattern Recognition and Applications, Prentice-Hall, 1982.
T. Pavlidis, Structural Pattern Recognition, Springer-Verlag, 1977.
R. C. Gonzalez and M. G. Thomason, Syntactic Pattern Recognition: An Introduction, Addison-Wesley, Reading, Massachusetts, 1978.
J. R. Ullmann, Pattern Recognition Techniques, Crane, Russak & Co., 1973.
L. Kanal, “Problem Solving Models and Search Strategies for Pattern Recognition,” IEEE Trans, on Pattern Analysis and Machine Intelligence, Vol. PAMI-1, April 1979.
M. Pavel, “Pattern Recognition: The categorical setting,” Proc. Fourth Int’l. Joint Conference on Pattern Recognition, November 7-10, 1978, Kyoto, JAPAN.
R. M. Haralick, “The pattern discrimination problem from the perspective of relation theory,” Pattern Recognition, Vol. 7, June 1975.
B. Widrow, “The ’Rubber-Mask’ techniques,” in Learning Systems and Intelligence Robots, ed. by K. S. Fu and J. T. Tou, Plenum Press, New York, 1974.
K. S. Fu, Ed., Applications of Pattern Recognition, CRC Press, Boca Raton, Florida, 1982.
L. A. Zadeh, et. al., Ed., Fuzzy Sets and Their Applications to Cognitive and Decision Processes, Academic press, 1975.
G. J. Vanderburg, “Image pattern recognition applications in industrial inspection,” Proc. the Eighth Annual Automatic Imagery Pattern Recognition Symposium, April 1978.
J. F. Jarvis, “On automating visual inspection,” Proc. the Seventh Annual Automatic Imagery Pattern Recognition Symposium, May 1977.
R. Sugarman, “Electrotechnology to the rescue,” IEEE Spectrum, pp. 53–60, October 1978.
D. E. Hegland, “Closed-circuit TV peeks into manufacturing,” Automation, pp. 74–77, June 1976.
R. Pope, “Computer with eyes,” Industrial Research and Development, pp. 105–108, May 1978.
C. A. Harlow, S. E. Henderson, D. A. Rayfield, R. J. Johnston, and S. J. Dwyer III, “Automated inspection of electronic assemblies,” Computer, pp. 36–45, April 1975.
D. Mountjoy, W. McFarland, G. N. Larsen, K. Unklesbay, C. A-Harlow, R. Chin, and S. J. Dwyer, “Automatic visual inspection of printed circuit boards -Is the problem too difficult?” Proceedings of the 7th Annual Automatic Imagery Pattern Recognition Symposium, pp. 152–167, May 23-24, 1977.
Takayasu Ito, Mitsubishi Electric Corporation, “Pattern classification by color effect method,” Proceeding, the Second International Conference on Patter Recognition Copenhagen, 1974.
M. Ejiri, T. Uno, M. Mese, and S. Ikeda, “A process for detecting defects in complicated patterns,” Computer Graphics and Image Processing, pp. 326–339, 1973.
W. M. Sterling, “Automatic non-reference inspection of printed wiring boards,” Proceedings, IEEE Computer Society Conference on Pattern Recognition and Image Processing, Chicago, pp. 93–99, Aug. 6-8, 1979.
C. A. Klein and K. J. Breeding, “Automatic optical identification of faults in bubble memory overlay patterns,” Proceedings, IEEE Computer Society Conference on Pattern Recognition and Image Processing, Chicago, pp. 87–92, 1979.
M. L. Baird, “An application of computer vision to automated IC chip manufacture,” Research Publication GMR-2124, General Motor Corporation, April 1976.
M. L. Baird, “SIGHT-1: A computer vision system for automatic IC chip manufacture,” IEEE Trans, on Systems, Man and Cybernetics, Vol. SMC-8, February 1978.
Y. Hara, T. Hamada, K. Okamoto, Y. Utsu, and K. Isoda, “Automatic visual inspection of a mask synthesized from rectangular patterns,” Proc. National Conference on Electrical Engineering, pp. 2:24–2025, 1977. (In Japanese).
N. Goto, T. Kondo, K. Ichikawa, and M. Kanemoto, “An automatic inspection system for mask patterns,” Proceedings, the 4th International Conference on Pattern Recognition, Kyoto, 1978. Tokyo, 1978.
Y. Watanabe, T. Shutou, R. Kawai, and Y. Kikuchi, “A fundamental experiment on automatic LSI mask pattern drawing reading,” Proceeding, the 4th International Conference on Pattern Recognition, Kyoto, pp. 966–969, 1978.
J. F. Jarvis, “Feature recognition in line drawings using regular expressions,” Proceeding, 3rd Int. Joint Conf. on Pattern Recognition, 1976, p. 189.
J. F. Jarvis, “Automatic visual inspection of western electric type 700 connectors,” Proc. 1977 IEEE Computer Society Conference on Pattern Recognition and Image Processing, June 6-8, Troy, New York.
J. F. Jarvis, “Automatic visual inspection of glass-metal seals,” Proc. Fourth Int’L. Joint Conference on Pattern Recognition, Nov. 7-10, 1978, Kyoto, Japan.
J. L. Mundy and R. E. Joynson, “Automatic visual inspection using syntactic analysis,” Proceedings, IEEE Computer Society Conference on Pattern Recognition and Image Processing, pp. 144–147, June 6-8, 1977.
Y. Y. Hsieh and K. S. Fu, “An automatic visual inspection system for integrated circuit chips,” Computer Graphics and Image Processing, Dec. 1980.
Y. Y. Hsieh and K. S. Fu, “Automatic inspection of IC chips,” Proc. ASME CENTURY 2-ETC Int. Computer Technology Conf., Aug. 11-15, 1980, San Francisco, Calif.
Y. Y. Hsieh and K. S. Fu, “A Method for Automatic IC Chip Alignment,” Proc. 1979 IEEE Computer Society Conference on Pattern Recognition and Image Processing, Aug. 6-8, Chicago, ILL.
B. K. P. Horn, “A problem in computer vision: orienting silicon integrated circuit chips for lead bonding,” Computer Graphics and Image Processing, Vol. 4, pp. 294–303, 1975.
M. Mese, T. Miyatake, S. Kashioka, M. Ejiri, I. Yamazak, and T. Hamada, “An automatic position recognition technique for LSI assembly,” Proc. the 5th International Conference on Artificial Intelligence, Boston, pp. 685–693, 1977.
S. Kashioka, M. Ejiri, and Y. Sakamoto, “A transistor wire-bonding system utilizing multiple local pattern matching techniques,” IEEE Trans. System, Man, and Cybern., Vol. SMC-6, No. 8, pp. 562–570, August 1976.
Industrial Applications Committee Report, NSF Workshop on Structural and Syntactic Pattern Recognition, June 22-24, 1981, Saratoga Springs, N.Y.
R. P. Kruger and W. B. Thompson, “A technical and economic assessment of computer vision for industrial inspection and robotic assembly,” Report LA UR-81-531, Los Alamos Scientific Laboratory, 1981.
J. L. Mundy and O. B-Porter, III-, “Visual inspection of metal surfaces,” Proc. 5th International Conference on Pattern Recognition, Dec. 1-4, 1980, Miami Beach, Florida.
B. R. Suresh, et. al., “The Automatic Surface Inspection of Hot Steel Slabs,” 1982 Workshop on Industrial Applications of Machine Vision, May 3-5, Research Triangle Park, N.C.
J. F. Jarvis, “Computer Vision Experiments on Images of Wire-Wrap Circuit Boards,” 1982 Workshop on Industrial Applications of Machine Vision, May 3-5, Research Triangle Park, N.C.
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© 1983 Springer-Verlag Berlin Heidelberg
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Fu, K.S. (1983). Pictorial Pattern Recognition for Industrial Inspection. In: Haralick, R.M. (eds) Pictorial Data Analysis. NATO ASI Series, vol 4. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-82017-5_16
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DOI: https://doi.org/10.1007/978-3-642-82017-5_16
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