Skip to main content
Erschienen in: Cognitive Neurodynamics 2/2021

20.05.2020 | Research Article

Neural mechanism of visual information degradation from retina to V1 area

verfasst von: Haixin Zhong, Rubin Wang

Erschienen in: Cognitive Neurodynamics | Ausgabe 2/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The information processing mechanism of the visual nervous system is an unresolved scientific problem that has long puzzled neuroscientists. The amount of visual information is significantly degraded when it reaches the V1 after entering the retina; nevertheless, this does not affect our visual perception of the outside world. Currently, the mechanisms of visual information degradation from retina to V1 are still unclear. For this purpose, the current study used the experimental data summarized by Marcus E. Raichle to investigate the neural mechanisms underlying the degradation of the large amount of data from topological mapping from retina to V1, drawing on the photoreceptor model first. The obtained results showed that the image edge features of visual information were extracted by the convolution algorithm with respect to the function of synaptic plasticity when visual signals were hierarchically processed from low-level to high-level. The visual processing was characterized by the visual information degradation, and this compensatory mechanism embodied the principles of energy minimization and transmission efficiency maximization of brain activity, which matched the experimental data summarized by Marcus E. Raichle. Our results further the understanding of the information processing mechanism of the visual nervous system.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Anderson EB, Mitchell JF, Reynolds JH (2013) Attention-dependent reductions in burstiness and action-potential height in macaque area V4. Nat Neurosci 16(8):1125CrossRef Anderson EB, Mitchell JF, Reynolds JH (2013) Attention-dependent reductions in burstiness and action-potential height in macaque area V4. Nat Neurosci 16(8):1125CrossRef
Zurück zum Zitat Bargmann CI, Newsome WT (2014) The brain research through advancing innovative neurotechnologies (BRAIN) initiative and neurology. JAMA Neurol 71(6):675–676CrossRef Bargmann CI, Newsome WT (2014) The brain research through advancing innovative neurotechnologies (BRAIN) initiative and neurology. JAMA Neurol 71(6):675–676CrossRef
Zurück zum Zitat Beyeler M, Dutt ND, Krichmar JL (2013) Categorization and decision-making in a neurobiologically plausible spiking network using a STDP-like learning rule. Neural Netw 48:109–124CrossRef Beyeler M, Dutt ND, Krichmar JL (2013) Categorization and decision-making in a neurobiologically plausible spiking network using a STDP-like learning rule. Neural Netw 48:109–124CrossRef
Zurück zum Zitat Carver S, Roth E, Cowan NJ, Fortune ES (2008) Synaptic plasticity can produce and enhance direction selectivity. PLoS Comput Biol 4(2):e32CrossRef Carver S, Roth E, Cowan NJ, Fortune ES (2008) Synaptic plasticity can produce and enhance direction selectivity. PLoS Comput Biol 4(2):e32CrossRef
Zurück zum Zitat Curcio CA, Allen KA (1990) Topography of ganglion cells in human retina. J Comp Neurol 300(1):5–25CrossRef Curcio CA, Allen KA (1990) Topography of ganglion cells in human retina. J Comp Neurol 300(1):5–25CrossRef
Zurück zum Zitat Deen B, Richardson H, Dilks DD, Takahashi A, Keil B, Wald LL, Saxe R (2017) Organization of high-level visual cortex in human infants. Nat Commun 8:13995CrossRef Deen B, Richardson H, Dilks DD, Takahashi A, Keil B, Wald LL, Saxe R (2017) Organization of high-level visual cortex in human infants. Nat Commun 8:13995CrossRef
Zurück zum Zitat Dubner R, Zeki SM (1971) Response properites and receptive fields of cells in an anatomically defined region of the superior temporal sulcus in the monkey. Brain Res Dubner R, Zeki SM (1971) Response properites and receptive fields of cells in an anatomically defined region of the superior temporal sulcus in the monkey. Brain Res
Zurück zum Zitat Fan H, Pan X, Wang R, Sakagami M (2017) Differences in reward processing between putative cell types in primate prefrontal cortex. PLoS ONE 12(12):e0189771CrossRef Fan H, Pan X, Wang R, Sakagami M (2017) Differences in reward processing between putative cell types in primate prefrontal cortex. PLoS ONE 12(12):e0189771CrossRef
Zurück zum Zitat Ferrell JE Jr (2011) Simple rules for complex processes: new lessons from the budding yeast cell cycle. Mol Cell 43(4):497–500CrossRef Ferrell JE Jr (2011) Simple rules for complex processes: new lessons from the budding yeast cell cycle. Mol Cell 43(4):497–500CrossRef
Zurück zum Zitat Fukushima K (1980) Neocognitron: a self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position. Biol Cybern 36(4):193–202CrossRef Fukushima K (1980) Neocognitron: a self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position. Biol Cybern 36(4):193–202CrossRef
Zurück zum Zitat Gaume A, Dreyfus G, Vialatte F-B (2019) A cognitive brain–computer interface monitoring sustained attentional variations during a continuous task. Cognit Neurodyn 13(3):257–269CrossRef Gaume A, Dreyfus G, Vialatte F-B (2019) A cognitive brain–computer interface monitoring sustained attentional variations during a continuous task. Cognit Neurodyn 13(3):257–269CrossRef
Zurück zum Zitat Gazzaniga MS, Ivry RB, Mangun GR (2014) Cognitive neuroscience: the biology of the mind. W. W. Norton, New York Gazzaniga MS, Ivry RB, Mangun GR (2014) Cognitive neuroscience: the biology of the mind. W. W. Norton, New York
Zurück zum Zitat Gu F, Liang P (2007) Neural information processing. Beijing University of Technology Press, Beijing Gu F, Liang P (2007) Neural information processing. Beijing University of Technology Press, Beijing
Zurück zum Zitat Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol 160(1):106–154CrossRef Hubel DH, Wiesel TN (1962) Receptive fields, binocular interaction and functional architecture in the cat’s visual cortex. J Physiol 160(1):106–154CrossRef
Zurück zum Zitat Joukes J, Hartmann TS, Krekelberg B (2014) Motion detection based on recurrent network dynamics. Front Syst Neurosci 8(7):239PubMedPubMedCentral Joukes J, Hartmann TS, Krekelberg B (2014) Motion detection based on recurrent network dynamics. Front Syst Neurosci 8(7):239PubMedPubMedCentral
Zurück zum Zitat Kim S-Y, Lim W (2019) Burst synchronization in a scale-free neuronal network with inhibitory spike-timing-dependent plasticity. Cogn Neurodyn 13(1):53–73CrossRef Kim S-Y, Lim W (2019) Burst synchronization in a scale-free neuronal network with inhibitory spike-timing-dependent plasticity. Cogn Neurodyn 13(1):53–73CrossRef
Zurück zum Zitat Köppen M, Kasabov N, Coghill G (2009) Advances in neuro-information processing. Lecture Notes in Computer Science, vol 5506 Köppen M, Kasabov N, Coghill G (2009) Advances in neuro-information processing. Lecture Notes in Computer Science, vol 5506
Zurück zum Zitat Kriegeskorte N (2015) Deep neural networks: a new framework for modeling biological vision and brain information processing. Annu Rev Vis Sci 1:417–446CrossRef Kriegeskorte N (2015) Deep neural networks: a new framework for modeling biological vision and brain information processing. Annu Rev Vis Sci 1:417–446CrossRef
Zurück zum Zitat Lamti HA, Khelifa MMB, Hugel V (2019) Mental fatigue level detection based on event related and visual evoked potentials features fusion in virtual indoor environment. Cogn Neurodyn 13(3):271–285CrossRef Lamti HA, Khelifa MMB, Hugel V (2019) Mental fatigue level detection based on event related and visual evoked potentials features fusion in virtual indoor environment. Cogn Neurodyn 13(3):271–285CrossRef
Zurück zum Zitat LeCun Y, Boser B, Denker JS, Henderson D, Howard RE, Hubbard W, Jackel LD (1989) Backpropagation applied to handwritten zip code recognition. Neural Comput 1(4):541–551CrossRef LeCun Y, Boser B, Denker JS, Henderson D, Howard RE, Hubbard W, Jackel LD (1989) Backpropagation applied to handwritten zip code recognition. Neural Comput 1(4):541–551CrossRef
Zurück zum Zitat LeCun Y, Bengio Y, Hinton G (2015) Deep learning. Nature 521(7553):436CrossRef LeCun Y, Bengio Y, Hinton G (2015) Deep learning. Nature 521(7553):436CrossRef
Zurück zum Zitat Liu B-H, Li P, Sun YJ, Li Y-T, Zhang LI, Tao HW (2010) Intervening inhibition underlies simple-cell receptive field structure in visual cortex. Nat Neurosci 13(1):89CrossRef Liu B-H, Li P, Sun YJ, Li Y-T, Zhang LI, Tao HW (2010) Intervening inhibition underlies simple-cell receptive field structure in visual cortex. Nat Neurosci 13(1):89CrossRef
Zurück zum Zitat Marblestone AH, Wayne G, Kording KP (2016) Toward an integration of deep learning and neuroscience. Front Comput Neurosci 10:94CrossRef Marblestone AH, Wayne G, Kording KP (2016) Toward an integration of deep learning and neuroscience. Front Comput Neurosci 10:94CrossRef
Zurück zum Zitat Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. In: WH Freeman, San Francisco Marr D (1982) Vision: a computational investigation into the human representation and processing of visual information. In: WH Freeman, San Francisco
Zurück zum Zitat Okano H, Miyawaki A, Kasai K (2015) Brain/MINDS: brain-mapping project in Japan. Philos Trans R Soc B Biol Sci 370(1668):20140310CrossRef Okano H, Miyawaki A, Kasai K (2015) Brain/MINDS: brain-mapping project in Japan. Philos Trans R Soc B Biol Sci 370(1668):20140310CrossRef
Zurück zum Zitat Owsley C, McGwin G Jr, Clark ME, Jackson GR, Callahan MA, Kline LB, Curcio CA (2016) Delayed rod-mediated dark adaptation is a functional biomarker for incident early age-related macular degeneration. Ophthalmology 123(2):344–351CrossRef Owsley C, McGwin G Jr, Clark ME, Jackson GR, Callahan MA, Kline LB, Curcio CA (2016) Delayed rod-mediated dark adaptation is a functional biomarker for incident early age-related macular degeneration. Ophthalmology 123(2):344–351CrossRef
Zurück zum Zitat Parhizi B, Daliri MR, Behroozi M (2018) Decoding the different states of visual attention using functional and effective connectivity features in fMRI data. Cogn Neurodyn 12(2):157–170CrossRef Parhizi B, Daliri MR, Behroozi M (2018) Decoding the different states of visual attention using functional and effective connectivity features in fMRI data. Cogn Neurodyn 12(2):157–170CrossRef
Zurück zum Zitat Peters JF, Tozzi A, Ramanna S, Inan E (2017) The human brain from above: an increase in complexity from environmental stimuli to abstractions. Cogn Neurodyn 11(4):391–394CrossRef Peters JF, Tozzi A, Ramanna S, Inan E (2017) The human brain from above: an increase in complexity from environmental stimuli to abstractions. Cogn Neurodyn 11(4):391–394CrossRef
Zurück zum Zitat Poo MM, Du JL, Ip N, Xiong ZQ, Xu B, Tan T (2016) China brain project: basic neuroscience, brain diseases, and brain-inspired computing. Neuron 92(3):591–596CrossRef Poo MM, Du JL, Ip N, Xiong ZQ, Xu B, Tan T (2016) China brain project: basic neuroscience, brain diseases, and brain-inspired computing. Neuron 92(3):591–596CrossRef
Zurück zum Zitat Qu J, Wang R (2017) Collective behavior of large-scale neural networks with GPU acceleration. Cogn Neurodyn 11(6):553–563CrossRef Qu J, Wang R (2017) Collective behavior of large-scale neural networks with GPU acceleration. Cogn Neurodyn 11(6):553–563CrossRef
Zurück zum Zitat Raichle ME (2010) Two views of brain functioning. Trends Cogn Sci 14(4):180–190CrossRef Raichle ME (2010) Two views of brain functioning. Trends Cogn Sci 14(4):180–190CrossRef
Zurück zum Zitat Rolfs M (2009) Microsaccades: small steps on a long way. Vis Res 49(20):2415–2441CrossRef Rolfs M (2009) Microsaccades: small steps on a long way. Vis Res 49(20):2415–2441CrossRef
Zurück zum Zitat Shou T (2010) Brain mechanisms of visual information processing. University of Science and Technology of China Press, Hefei Shou T (2010) Brain mechanisms of visual information processing. University of Science and Technology of China Press, Hefei
Zurück zum Zitat Talebi N, Nasrabadi AM, Mohammad-Rezazadeh I (2018) Estimation of effective connectivity using multi-layer perceptron artificial neural network. Cogn Neurodyn 12(1):21–42CrossRef Talebi N, Nasrabadi AM, Mohammad-Rezazadeh I (2018) Estimation of effective connectivity using multi-layer perceptron artificial neural network. Cogn Neurodyn 12(1):21–42CrossRef
Zurück zum Zitat Vinberg F, Chen J, Kefalov VJ (2018) Regulation of calcium homeostasis in the outer segments of rod and cone photoreceptors. Progr Retin Eye Res 67:87–101CrossRef Vinberg F, Chen J, Kefalov VJ (2018) Regulation of calcium homeostasis in the outer segments of rod and cone photoreceptors. Progr Retin Eye Res 67:87–101CrossRef
Zurück zum Zitat Xiao J, Huang X (2015) Distributed and dynamic neural encoding of multiple motion directions of transparently moving stimuli in cortical area MT. J Neurosci 35(49):16180–16198CrossRef Xiao J, Huang X (2015) Distributed and dynamic neural encoding of multiple motion directions of transparently moving stimuli in cortical area MT. J Neurosci 35(49):16180–16198CrossRef
Zurück zum Zitat Zhu M, Xu Y, Ma H (2018) Edge detection based on the characteristic of primary visual cortex cells. Paper presented at the journal of physics: conference series Zhu M, Xu Y, Ma H (2018) Edge detection based on the characteristic of primary visual cortex cells. Paper presented at the journal of physics: conference series
Metadaten
Titel
Neural mechanism of visual information degradation from retina to V1 area
verfasst von
Haixin Zhong
Rubin Wang
Publikationsdatum
20.05.2020
Verlag
Springer Netherlands
Erschienen in
Cognitive Neurodynamics / Ausgabe 2/2021
Print ISSN: 1871-4080
Elektronische ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-020-09599-1

Weitere Artikel der Ausgabe 2/2021

Cognitive Neurodynamics 2/2021 Zur Ausgabe

Neuer Inhalt