Skip to main content
Log in

Information flow and temporal coding in primate pattern vision

  • Published:
Journal of Computational Neuroscience Aims and scope Submit manuscript

Abstract

We perform time-resolved calculations of the information transmitted about visual patterns by neurons in primary visual and inferior temporal cortices. All measurable information is carried in an effective time-varying firing rate, obtained by averaging the neuronal response with a resolution no finer than about 25 ms in primary visual cortex and around twice that in inferior temporal cortex. We found no better way for a neuron receiving these messages to decode them than simply to count spikes for this long. Most of the information tends to be concentrated in one or, more often, two brief packets, one at the very beginning of the response and the other typically 100 ms later. The first packet is the most informative part of the message, but the second one generally contains new information. A small but significant part of the total information in the message accumulates gradually over the entire course of the response. These findings impose strong constraints on the codes used by these neurons.

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

  • Abeles M (1991) Corticonics. Cambridge University Press, Cambridge.

    Google Scholar 

  • Abeles M, Bergman H, Margalit E, Vaadia E (1993) Spatiotemporal firing patterns in the frontal cortex of behaving monkeys.J. Neurophysiol. 70:1629–1638.

    Google Scholar 

  • Ahmed N, Rao, KR (1975) Orthogonal transforms for digital signal processing, Springer-Verlag, Berlin.

    Google Scholar 

  • Bialek W, Rieke F, de Ruyter van Steveninck, RR, Warland D (1991) Reading a neural code.Science 252:1854–1857.

    Google Scholar 

  • Eckhorn R, Pöpel B (1974) Rigorous and extended Application of information theory to the afferent visual system of the cat. I. Basic concepts.Kybernetik 16:191–200.

    Google Scholar 

  • Eckhorn R, Pöpel B (1975) Rigorous and extended application of information theory to the afferent visual system of the cat. I. Experimental results.Biol. Cybernetics 17:7–17.

    Google Scholar 

  • Eskandar EN, Richmond BJ, Optican LM (1992) Role of inferior temporal neurons in visual memory. I. Temporal encoding of information about visual images, recalled images, and behavioral context.J. Neurophysiol. 68:1277–1295.

    Google Scholar 

  • Heller J (1994) Using neural networks to study information in the structure of neuronal responses in the primate visual system. Undergraduate thesis, Division of Applied Sciences, Harvard University.

  • Heller J, Kjær TW, Hertz JA, Richmond BJ (1994) Dynamics of information transmission by single neurons in the visual system.Soc. Neuroscience Abst. 20:314.

    Google Scholar 

  • Hertz JA, Kjær TW, Eskandar EN, Richmond BJ (1992) Measuring natural neural processing with artificial neural networks.Int. J. Neural Systems 3(Supp):91–103.

    Google Scholar 

  • Kjær TW, Hertz JA, Richmond BJ (1994) Decoding cortical neuronal signals: Network models, information estimation and spatial tuning.J. Computational Neurosci. 1:109–139.

    Google Scholar 

  • Lestienne R (1994) Frequency insensitive measures of temporal correlations in spike trains. Extended Abstracts Book.Dynamics of Neural Processing 00:68–72.

    Google Scholar 

  • Miller EK, Li L, Desimone R (1993) Activity of neurons in anterior inferior temporal cortex during a short-term memory task.J. Neurosci. 13:1460–1478.

    Google Scholar 

  • Optican LM, Richmond BJ (1987) Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex III. Information theoretic analysis.J. Neurophysiol. 57:162–178.

    Google Scholar 

  • Richmond BJ, Optican LM, Podell M, Spitzer H (1987) Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex I. Response characteristics.J. Neurophysiol. 57:132–146.

    Google Scholar 

  • Richmond BJ, Optican LM (1987) Temporal encoding of two-dimensional patterns by single units in primate inferior temporal cortex II. Quantification of response waveform.J. Neurophysiol. 57:147–161.

    Google Scholar 

  • Richmond BJ, Optican LM, Spitzer H (1990) Temporal encoding of two-dimensional patterns by single units in primate visual cortex I. Stimulus-response relations.J. Neurophysiol. 64:351–369.

    Google Scholar 

  • Richmond BJ, Optican LM (1990) Temporal encoding of two-dimensional patterns by single units in primate visual cortex II. Information transmission.J. Neurophysiol. 64:370–380.

    Google Scholar 

  • de Ruyter van Steveninck R, Bialek W (1988) Real-time performance of a movement-sensitive neuron in the blowfly visual system: coding and information transfer in short spike sequences.Proc. R. Soc. Lond. B. 234:379–414.

    Google Scholar 

  • Rumelhart DE, McClelland JL, PDP Research Group (1986) Parallel Distributed Processing. MIT Press, Cambridge, MA.

    Google Scholar 

  • Thorpe S, Imbert M (1989) Connectionism in Perspective, Elsevier Science Publishers B.V.

  • Tovée MJ, Rolls ET, Treves A, Baylis RP (1993) Information encoding and the responses of single neurons in the primate temporal visual cortex.J. Neurophysiol. 70:640–654.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Barry J. Richmond.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Heller, J., Hertz, J.A., Kjær, T.W. et al. Information flow and temporal coding in primate pattern vision. J Comput Neurosci 2, 175–193 (1995). https://doi.org/10.1007/BF00961433

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00961433

Keywords

Navigation