Analysis of similarity and difference of images. Modified classification method on a basis of correlation matrix

Authors

  • A. I. Rybin National Technical University of Ukraine "Kyiv Polytechnic Institute", Ukraine https://orcid.org/0000-0003-4443-1075
  • Yu. Kh. Nizhebetskaya National Technical University of Ukraine "Kyiv Polytechnic Institute", Ukraine
  • O. N. Kuz'menko National Technical University of Ukraine "Kyiv Polytechnic Institute", Ukraine
  • I. A. Rybina National Technical University of Ukraine "Kyiv Polytechnic Institute", Ukraine https://orcid.org/0000-0002-3018-2875

DOI:

https://doi.org/10.3103/S0735272710110038

Keywords:

classification, correlation matrix, matched filtering, normal transformation

Abstract

Comparison of classifier on a basis of normal transformation, classical linear matched filtering and proposed method is carried out. It is proposed a modification of classification of signals (images) on a basis of correlation matrix expansion.

References

  1. V. G. Abakumov, A. I. Rybin, and I. Svatosh, Biomedical Signals. Genesis, Processing, Monitoring (Nora-Print, Kyiv, 2001) [in Ukrainian].
  2. A. I. Rybin, “Normalization of discrete orthogonal transformations by a test signal,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 47(7), 39 (2004); Radioelectron. Commun. Syst. 47(7), 28 (2004).
  3. A. D. Melnyk and A. I. Rybin, “Normalization of a reference signal with constant quantization step,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 51(1), 71 (2008) [Radioelectron. Commun. Syst. 51(1), 50 (2008)].
  4. A. I. Rybin and A. D. Melnyk, “Matched normalized signal filtering,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 51(2), 77 (2008) [Radioelectron. Commun. Syst. 51(2), 112 (2008)].
  5. A. D. Melnyk and A. I. Rybin, “Matched wavelet filtering of signals with change scale,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 51(3), 76 (2008) [Radioelectron. Commun. Syst. 51(3), 173 (2008)].
  6. A. I. Rybin and Yu. Kh. Nizhebetskaya, “Algorithm of Forming of Matrix Operation of Disctrete Transformation,” Visnyk NTUU KPI. Ser. Radiotekhnika. Radioaparatobuduvannya 37, 19 (2008).
  7. A. I. Rybin, Yu. Kh. Nizhebetskaya, A. P. Tkachuk, and A. B. Sharpan, “Normal Diskrete Orthogonal Transformation of a Signal of Arbitrary Shape,” Naukovi Visti NTUU KPI, No. 4, 34 (2008).
  8. A. I. Rybin, Yu. Kh. Nizhebetskaya, “Analysis of Images Similarity and Difference Using Normal Orthogonal Conversion,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 53(3), 58 (2010) [Radioelectron. Commun. Syst. 53(3), 167 (2010)].
  9. L. M. Fink, The Theory of Discrete Messages (Sov. Radio, Moscow, 1970) [in Russian].
  10. I. Yan, “Nonlinear Matched Filtering for Differences Analysis,” Izv. Vyssh. Uchebn. Zaved., Radioelektron. 42(6), 51 (1999); Radioelectron. Commun. Syst. 42(6), 42 (1999).
  11. Yu. Kh. Nizhebetskaya, A. I. Rybin, and A. B. Sharpan, “Signals Classification on a Basis of Orthogonal Transformation,” Visnyk ZhDTU, No. 2(45), 85 (2008).
  12. A. I. Rybin and A. D. Melnik, “Acoustic Signals Classification,” Visnyk NTUU KPI. Ser. Radiotekhnika. Radioaparatobuduvannya 36, 5 (2008).
  13. A. I. Rybin and A. D. Melnik, “Recognition of Vowel Sounds ‘a,’ ‘o,’ ‘u,’ ‘e’ of Ukrainian Language,” Visnyk NTUU KPI. Ser. Radiotekhnika. Radioaparatobuduvannya, No. 1, 20 (2009).
  14. A. I. Rybin and A. M. Kuz’menko, “A Problem of Person Identification Using Entered Signature and Additive Noise Presence,” Visnyk NTUU KPI. Ser. Radiotekhnika. Radioaparatobuduvannya, No. 40, 5 (2010).
  15. A. N. Prodeus and E. N. Zakhrabova, Expert Systems in Medical Science (VEK+, Kyiv, 1988) [in Ukrainian].

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Published

2010-11-03

Issue

Vol. 53 No. 11 (2010): 80th anniversary of Radioengineering faculty NTUU KPI

Section

Research Articles