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.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.References
Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol 160:106–154
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
Weliky M, Katz LC (1999) Correlational structure of spontaneous neuronal activity in the developing lateral geniculate nucleous in vivo. Science 285:599–604
Malsburg C von der (1973) Self-organization of orientation-selective cells in the striate cortex. Kybernetik 14:85–100
Linsker R (1986) From basic network principles to neural architecture: emergence of orientation columns. Proc Natl Acad Sci USA 83:8779–8783
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
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
Song S, Abbott LF (2001) Cortical development and remapping through spike-timing-dependent plasticity. Neuron 32:339–350
Izhikevich EM (2003) Simple model of spiking neurons. IEEE Trans Neural Networks 14(6):1569–1572
Author information
Authors and Affiliations
Corresponding author
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
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10015-009-0687-9