Hierarchical temporal prediction captures motion processing along the visual pathway.
computational neuroscience
dorsal visual pathway
neural network model
neuroscience
none
normative model
receptive fields
vision
Journal
eLife
ISSN: 2050-084X
Titre abrégé: Elife
Pays: England
ID NLM: 101579614
Informations de publication
Date de publication:
16 10 2023
16 10 2023
Historique:
received:
14
10
2019
accepted:
04
10
2023
medline:
8
11
2023
pubmed:
16
10
2023
entrez:
16
10
2023
Statut:
epublish
Résumé
Visual neurons respond selectively to features that become increasingly complex from the eyes to the cortex. Retinal neurons prefer flashing spots of light, primary visual cortical (V1) neurons prefer moving bars, and those in higher cortical areas favor complex features like moving textures. Previously, we showed that V1 simple cell tuning can be accounted for by a basic model implementing temporal prediction - representing features that predict future sensory input from past input (Singer et al., 2018). Here, we show that hierarchical application of temporal prediction can capture how tuning properties change across at least two levels of the visual system. This suggests that the brain does not efficiently represent all incoming information; instead, it selectively represents sensory inputs that help in predicting the future. When applied hierarchically, temporal prediction extracts time-varying features that depend on increasingly high-level statistics of the sensory input.
Identifiants
pubmed: 37844199
doi: 10.7554/eLife.52599
pii: 52599
pmc: PMC10629830
doi:
pii:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : Wellcome Trust
Pays : United Kingdom
Organisme : Wellcome Trust
ID : WT108369/Z/2015/Z
Pays : United Kingdom
Informations de copyright
© 2023, Singer, Taylor et al.
Déclaration de conflit d'intérêts
YS, LT, BW, AK, NH No competing interests declared
Références
J Opt Soc Am A Opt Image Sci Vis. 2003 Jul;20(7):1237-52
pubmed: 12868630
J Physiol. 1968 Mar;195(1):215-43
pubmed: 4966457
Vision Res. 1997 Dec;37(23):3327-38
pubmed: 9425547
J Physiol. 1978 Oct;283:79-99
pubmed: 722592
Vision Res. 1991;31(7-8):1079-86
pubmed: 1909826
Proc Biol Sci. 1998 Dec 7;265(1412):2315-20
pubmed: 9881476
Nat Neurosci. 2001 May;4(5):519-25
pubmed: 11319561
Neural Comput. 1991 Summer;3(2):194-200
pubmed: 31167302
Nat Commun. 2018 Jun 11;9(1):2281
pubmed: 29892057
J Neurophysiol. 1965 Mar;28:229-89
pubmed: 14283058
Nature. 2001 Dec 20-27;414(6866):905-8
pubmed: 11780062
J Neurophysiol. 2015 Jan 15;113(2):434-44
pubmed: 25355960
J Neurosci. 2013 Jun 26;33(26):10616-24
pubmed: 23804085
Vision Res. 2001 Aug;41(18):2413-23
pubmed: 11459597
Trends Cogn Sci. 2019 Mar;23(3):235-250
pubmed: 30704969
Neural Comput. 2006 Jul;18(7):1527-54
pubmed: 16764513
Proc Natl Acad Sci U S A. 2018 Jan 2;115(1):186-191
pubmed: 29259111
Neural Comput. 2000 Jul;12(7):1705-20
pubmed: 10935923
Neural Comput. 2007 Jun;19(6):1503-27
pubmed: 17444758
Nat Neurosci. 2016 Mar;19(3):356-65
pubmed: 26906502
Proc R Soc Lond B Biol Sci. 1982 Nov 22;216(1205):427-59
pubmed: 6129637
Neural Comput. 2008 Jun;20(6):1537-64
pubmed: 18194102
Brain Cogn. 2017 Mar;112:92-97
pubmed: 26809759
PLoS Comput Biol. 2019 Apr 23;15(4):e1006897
pubmed: 31013278
J Vis. 2006 Jul 17;6(4):484-507
pubmed: 16889482
J Physiol. 1953 Jan;119(1):69-88
pubmed: 13035718
Vis Neurosci. 1995 Mar-Apr;12(2):371-84
pubmed: 7786857
PLoS Comput Biol. 2014 Nov 06;10(11):e1003915
pubmed: 25375136
J Neurosci. 2002 Jul 1;22(13):5639-51
pubmed: 12097515
IEEE Trans Pattern Anal Mach Intell. 2023 Feb;45(2):2208-2225
pubmed: 35380958
J Opt Soc Am A. 1985 Feb;2(2):284-99
pubmed: 3973762
J Neurosci. 1996 Dec 1;16(23):7733-41
pubmed: 8922429
Network. 2004 May;15(2):91-109
pubmed: 15214701
J Neurophysiol. 2007 May;97(5):3781-9
pubmed: 17344376
Proc Natl Acad Sci U S A. 2014 Jun 10;111(23):8619-24
pubmed: 24812127
Curr Biol. 2019 Jan 21;29(2):179-191.e5
pubmed: 30595516
J Neurophysiol. 1993 Apr;69(4):1091-117
pubmed: 8492151
PLoS Comput Biol. 2014 Mar 06;10(3):e1003468
pubmed: 24603197
Elife. 2023 Oct 16;12:
pubmed: 37844199
Dev Neurobiol. 2015 Oct;75(10):1080-90
pubmed: 25649764
Neural Comput. 2012 Apr;24(4):827-66
pubmed: 22168556
J Neurophysiol. 2016 Jun 1;115(6):2705-20
pubmed: 26561603
J Cogn Neurosci. 2021 Sep 1;33(10):2044-2064
pubmed: 34272948
Nat Neurosci. 1999 Jan;2(1):79-87
pubmed: 10195184
PLoS Comput Biol. 2023 Oct 2;19(10):e1011506
pubmed: 37782673
Neuron. 2001 Sep 13;31(5):681-97
pubmed: 11567610
Neural Comput. 2006 Feb;18(2):381-414
pubmed: 16378519
J Vis. 2005 Jul 20;5(6):579-602
pubmed: 16097870
Nature. 1996 Jun 6;381(6582):520-2
pubmed: 8632824
Neural Comput. 2001 Nov;13(11):2409-63
pubmed: 11674845
Sci Adv. 2020 May 29;6(22):eaba3742
pubmed: 32523998
Wiley Interdiscip Rev Cogn Sci. 2011 Sep;2(5):580-593
pubmed: 26302308
J Physiol. 1974 Feb;236(3):549-73
pubmed: 4207129
Neural Comput. 2002 Apr;14(4):715-70
pubmed: 11936959
Nat Neurosci. 2016 Dec;19(12):1658-1664
pubmed: 27618309
J Neurophysiol. 1990 Jun;63(6):1529-43
pubmed: 2358891
Nat Neurosci. 2006 Nov;9(11):1421-31
pubmed: 17041595
Neuron. 2011 Aug 11;71(3):425-32
pubmed: 21835340
PLoS Comput Biol. 2016 Aug 04;12(8):e1005058
pubmed: 27490251
J Neurophysiol. 1996 Aug;76(2):895-907
pubmed: 8871207
Front Comput Neurosci. 2016 Feb 10;10:10
pubmed: 26903851
Vision Res. 1998 Mar;38(5):743-61
pubmed: 9604103
Nature. 1996 Jun 13;381(6583):607-9
pubmed: 8637596
Proc Natl Acad Sci U S A. 2021 Jan 19;118(3):
pubmed: 33431673
Elife. 2018 Jun 18;7:
pubmed: 29911971
Nature. 2009 Jan 1;457(7225):83-6
pubmed: 19020501
Eur J Neurosci. 2016 May;43(10):1389-99
pubmed: 26929101
Neuron. 1999 Mar;22(3):435-50
pubmed: 10197525
Exp Brain Res. 1989;75(1):53-64
pubmed: 2707356
J Physiol. 1959 Oct;148:574-91
pubmed: 14403679
Neural Comput. 2003 Mar;15(3):663-91
pubmed: 12620162
BMC Biol. 2023 May 30;21(1):130
pubmed: 37254137
Neural Comput. 2018 May;30(5):1151-1179
pubmed: 29566353
PLoS Comput Biol. 2009 Sep;5(9):e1000495
pubmed: 19730679
J Neurophysiol. 1987 Dec;58(6):1233-58
pubmed: 3437332
Nat Mach Intell. 2020 Apr;2(4):210-219
pubmed: 34291193
Cell Rep. 2018 Oct 2;25(1):157-167.e5
pubmed: 30282025
Proc Biol Sci. 1998 Mar 7;265(1394):359-66
pubmed: 9523437
Vision Res. 1982;22(5):531-44
pubmed: 7112953
J Neurophysiol. 1953 Jan;16(1):37-68
pubmed: 13035466
IEEE Trans Pattern Anal Mach Intell. 2013 Aug;35(8):1798-828
pubmed: 23787338
J Neurophysiol. 2004 Jan;91(1):206-12
pubmed: 12904330
Neural Comput. 2008 Apr;20(4):1026-41
pubmed: 18085988
Network. 2001 May;12(2):199-213
pubmed: 11405422
Annu Rev Neurosci. 2008;31:479-509
pubmed: 18558864
Vision Res. 1997 Dec;37(23):3311-25
pubmed: 9425546
Nat Neurosci. 2005 Feb;8(2):220-8
pubmed: 15657600
Neuron. 2005 Jun 16;46(6):945-56
pubmed: 15953422
J Neurosci. 2017 Jan 4;37(1):164-183
pubmed: 28053039
J Physiol. 1978 Oct;283:53-77
pubmed: 722589
Front Psychol. 2011 Oct 03;2:243
pubmed: 22007180
Neuroimage. 2006 Apr 1;30(2):462-77
pubmed: 16275019
J Neurophysiol. 1976 Nov;39(6):1288-319
pubmed: 825621