Skip to main content
Log in

Processing visual signals with nonlinear spatial filters

  • Published:
Journal of Mathematical Biology Aims and scope Submit manuscript

Summary

The properties of nonlinear spatial filters as a major part of the peripheral nervous system are investigated with respect to processing of two types of signals: a deterministic stepfunction and Gaussian noise. The nonlinearity of the nerve cell is treated as a threshold element. It is shown that certain unfavorable characteristics of linear filters do not occur in such nonlinear filters. The basic nonlinear effects of combined space-time-filtering are demonstrated by using bandpass filters.

Time- and space-dependent noise is applied to the nonlinear bandpass. The two subsystems formed by the linear bandpass section and the threshold are treated separately.

Two examples for the application of nonlinear spatial filtering are given.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • George, A. D.: Continuous nonlinear systems. Massachusetts Institute of Technology, Research Laboratory of Electronics. Technical Report 355, July 1959.

  • Hadeler, K. P.: On the theory of lateral Inhibition Kybernetik 14, 161–165 (1974).

    Google Scholar 

  • Korn, A., v. Seelen, W.: Dynamische Eigenschaften von Nervennetzen im visuellen System. Kybernetik 10, 64–77 (1972).

    Google Scholar 

  • Marmarelis, P. Z., Naka, K. I.: Identification of multi-input biological systems. IEEE Transactions on Biomedical Engineering 21, 88–101 (1974).

    Google Scholar 

  • Reichardt, W., MacGinitie, G.: Zur Theorie der lateralen Inhibition. Kybernetik 1, 155–165 (1962).

    Google Scholar 

  • Schlitt, H.: Systemtheorie für regellose Vorgänge. Statistische Verfahren der Nachrichten- und Regel-technik. Berlin-Göttingen-Heidelberg: Springer 1960.

    Google Scholar 

  • Schlitt, H.: Stochastische Vorgänge in linearen und nichtlinearen Regelkreisen. Braunschweig: Vieweg 1968.

    Google Scholar 

  • v. Seelen, W.: Informationsverarbeitung in homogenen Netzen von Nervenmodellen. Dissertation, TH Hannover, 1967.

  • v. Seelen, W.: Zur Informationsverarbeitung im visuellen System der Wirbeltiere I. Kybernetik 7, 43–60 (1970).

    Google Scholar 

  • v. Seelen, W., Reinig, H. J.: Methoden zum Vergleich des Leistungsvermögens biologischer und technischer Systeme. Kybernetik 10, 1–16 (1972).

    Google Scholar 

  • van Trees, H.: Detection, estimation and modulation theory. New York: Wiley 1968.

    Google Scholar 

  • Wevelsiep, K.: Signalverarbeitung in homogenen Netzwerken aus nichtlinearen Neuronenmodellen. Dissertation, Universität Mainz, 1975.

Download references

Author information

Authors and Affiliations

Authors

Additional information

This paper contains results of a thesis submitted to the Fachbereich Biologie der Johannes Gutenberg-Universität, Mainz, in partial fulfillment of the requirements for the degree of a Dr. rer. nat.

The author is grateful to Prof. Dr.-Ing. W. v. Seelen for his continual guidance and support.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Wevelsiep, K. Processing visual signals with nonlinear spatial filters. J. Math. Biology 4, 81–99 (1977). https://doi.org/10.1007/BF00276354

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00276354

Keywords

Navigation