Journal of Electrical Engineering and information Science

The Korean Institute of Electrical Engineers (대한전기학회)
권호 표지

OptiNeural System for Optical Pattern Classification

  • Published : 1998.06.01
Download PDF
⟨ Previous Next ⟩

Abstract

An OptiNeural system is developed for optical pattern classification. It is a novel hybrid system which consists of an optical processor and a multilayer neural network. It takes advantages of two dimensional processing capability of an optical processor and nonlinear mapping capability of a neural network. The optical processor with a binary phase only filter is used as a preprocessor for feature extraction and the neural network is used as a decision system through mapping. OptiNeural system is trained for optical pattern classification by use of a simulated annealing algorithm. Its classification performance for grey tone texture patterns is excellent, while a conventional optical system shows poor classification performance.

Keywords

References

  1. IEEE Trans. Inform. Theory, IT-10 Signal detection by complex signal filtering A.B.Vander Lugt
  2. Appl. Opt. v.24 Pattern recognition with binary phase-only filters J.L.Horner;J.R.Leger
  3. Opt. Eng. v.23 Optical image correlation with a binary spatial light midulator D.Psaltis;E.G.Paek;S.S.Venkatesh
  4. Appl. Opt. v.29 Experiments on annealed binary phase only filters fabricated with electron beam lithography M.S.Kim;C.C.Guest
  5. Opt. Eng. v.19 Beyond matched filtering H.J.Caulfield;R.Haimes
  6. Parallel distributed processing : Explorations in the microstructure of cognition D,Rumelhart;J.McClelland
  7. Opt. Lett. v.14 Optimum encoding of binary phase only filters with a simulated annealing algorithm M.S.Kim;M.R.Feldman;C.C.Guest
  8. Introduction to Fourier potics J.W.Goodman
  9. Appl. Opt. v.26 Synthesis of digital holograms by direct binary search M.S.Seldowitz;J.P.Allebach;D.W.Sweeney
  10. Appl. Opt. v.29 Simulated annealing algorithm for binary phase only filter in pattern classification M.S.Kim;C.C.Guest
  11. Pattern classification and scene analysis R.O.Duda;P.E.Hart
  12. Neural computing R.Hecht Nielsen