Skip to main content
Log in

Self-organization of orientation-selective and ocular-dominance maps through spike-timing-dependent plasticity

  • Original Article
  • Published:
Artificial Life and Robotics Aims and scope Submit manuscript

Abstract

In the primary visual cortex, there are orientation-selective and ocular-dominance maps. These maps correlate with each other. Although many models have been proposed which explain the formation of the orientation-selective map and the ocular-dominance map, these models contain a physiologically implausible process. It is indicated that spike-timing-dependent plasticity (STDP) can yield a “topographic map” without any constraints. We show that large STDP time constants yield the orientation-selective map, and small STDP time constants yield the ocular-dominance map. This result suggests that the relationship between the orientation-selective and the ocular-dominance maps can be explained by the modulation of STDP time constants.

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.

Institutional subscriptions

Similar content being viewed by others

References

  1. Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol 160:106–154

    Google Scholar 

  2. Hubener M, Shoham D, Grinvald A, et al (1997) Spatial relationships among three columnar systems in cat area 17. J Neurosci 17(23):9270–9284

    Google Scholar 

  3. Weliky M, Katz LC (1999) Correlational structure of spontaneous neuronal activity in the developing lateral geniculate nucleous in vivo. Science 285:599–604

    Article  Google Scholar 

  4. Malsburg C von der (1973) Self-organization of orientation-selective cells in the striate cortex. Kybernetik 14:85–100

    Article  Google Scholar 

  5. Linsker R (1986) From basic network principles to neural architecture: emergence of orientation columns. Proc Natl Acad Sci USA 83:8779–8783

    Article  Google Scholar 

  6. Erwin E, Miller KD (1998) Correlation-based development of ocularly matched orientation and ocular dominance maps: determination of required input activities. J Neurosci 18(23):9870–9895

    Google Scholar 

  7. Bi G, Poo M (1998) Synaptic modifications in cultured hippocampal neurons: dependence on spike timing, synaptic strength, and postsynaptic cell type. J Neurosci 18(24):10464–10472

    Google Scholar 

  8. Song S, Abbott LF (2001) Cortical development and remapping through spike-timing-dependent plasticity. Neuron 32:339–350

    Article  Google Scholar 

  9. Izhikevich EM (2003) Simple model of spiking neurons. IEEE Trans Neural Networks 14(6):1569–1572

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Koji Iwayama.

Additional information

This work was presented in part at the 14th International Symposium on Artificial Life and Robotics, Oita, Japan, February 5–7, 2009

About this article

Cite this article

Iwayama, K., Aihara, K. & Suzuki, H. Self-organization of orientation-selective and ocular-dominance maps through spike-timing-dependent plasticity. Artif Life Robotics 14, 371–374 (2009). https://doi.org/10.1007/s10015-009-0687-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10015-009-0687-9

Key words

Navigation