Comparing Object Recognition in Humans and Deep Convolutional Neural Networks-An Eye Tracking Study.
brain
deep neural network
eye tracking
object recognition
saliency map
seeing
vision
Journal
Frontiers in neuroscience
ISSN: 1662-4548
Titre abrégé: Front Neurosci
Pays: Switzerland
ID NLM: 101478481
Informations de publication
Date de publication:
2021
2021
Historique:
received:
30
07
2021
accepted:
16
09
2021
entrez:
25
10
2021
pubmed:
26
10
2021
medline:
26
10
2021
Statut:
epublish
Résumé
Deep convolutional neural networks (DCNNs) and the ventral visual pathway share vast architectural and functional similarities in visual challenges such as object recognition. Recent insights have demonstrated that both hierarchical cascades can be compared in terms of both exerted behavior and underlying activation. However, these approaches ignore key differences in spatial priorities of information processing. In this proof-of-concept study, we demonstrate a comparison of human observers (
Identifiants
pubmed: 34690686
doi: 10.3389/fnins.2021.750639
pmc: PMC8526843
doi:
Types de publication
Journal Article
Langues
eng
Pagination
750639Informations de copyright
Copyright © 2021 van Dyck, Kwitt, Denzler and Gruber.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Références
Proc Natl Acad Sci U S A. 2021 Feb 23;118(8):
pubmed: 33593900
Trends Cogn Sci. 2015 Jun;19(6):349-57
pubmed: 25850730
Proc Natl Acad Sci U S A. 2007 Oct 16;104(42):16598-603
pubmed: 17909181
Neuropsychologia. 2017 Oct;105:165-176
pubmed: 28215698
Nat Neurosci. 2019 Jun;22(6):974-983
pubmed: 31036945
Trends Cogn Sci. 2007 Dec;11(12):520-7
pubmed: 18024143
PLoS Comput Biol. 2014 Dec 18;10(12):e1003963
pubmed: 25521294
Annu Rev Vis Sci. 2017 Sep 15;3:167-196
pubmed: 28715955
Neuron. 2021 Jan 6;109(1):164-176.e5
pubmed: 33080226
J Neurosci. 2021 Jun 2;:
pubmed: 34088797
Nat Rev Neurosci. 2010 Nov;11(11):773-83
pubmed: 20959860
PLoS Comput Biol. 2019 May 15;15(5):e1007001
pubmed: 31091234
Behav Res Methods. 2017 Apr;49(2):457-470
pubmed: 26907748
Vision Res. 2006 Jun;46(12):1857-62
pubmed: 16469349
Annu Rev Neurosci. 1996;19:109-39
pubmed: 8833438
Trends Cogn Sci. 2020 Jul;24(7):557-568
pubmed: 32386889
Nat Neurosci. 2014 Mar;17(3):455-62
pubmed: 24464044
Front Hum Neurosci. 2013 Feb 27;7:39
pubmed: 23450981
Psychoneuroendocrinology. 2005 Nov;30(10):953-8
pubmed: 15963650
PLoS One. 2013 Jun 28;8(6):e68051
pubmed: 23840810
Q J Exp Psychol (Hove). 2006 Aug;59(8):1484-504
pubmed: 16846972
Trends Cogn Sci. 2007 Aug;11(8):333-41
pubmed: 17631409
Neuron. 2012 Feb 9;73(3):415-34
pubmed: 22325196
Proc Natl Acad Sci U S A. 2018 Aug 28;115(35):8835-8840
pubmed: 30104363
Trends Neurosci. 2000 Nov;23(11):571-9
pubmed: 11074267
J Vis. 2007 Nov 21;7(14):4.1-17
pubmed: 18217799
Neuron. 2000 Aug;27(2):205-18
pubmed: 10985342
Nat Neurosci. 1999 Nov;2(11):1019-25
pubmed: 10526343
J Cogn Neurosci. 2003 May 15;15(4):600-9
pubmed: 12803970
J Vis. 2010 Apr 28;10(4):16.1-17
pubmed: 20465335
Behav Res Methods. 2016 Dec;48(4):1528-1545
pubmed: 26511369
J Vis. 2017 Nov 1;17(13):3
pubmed: 29094148
Proc Natl Acad Sci U S A. 2006 Jan 10;103(2):449-54
pubmed: 16407167
Proc Natl Acad Sci U S A. 2020 Oct 27;117(43):26562-26571
pubmed: 33051296
Proc Natl Acad Sci U S A. 1999 Aug 3;96(16):9379-84
pubmed: 10430951
Elife. 2019 Aug 29;8:
pubmed: 31464687
Cogn Psychol. 2009 Mar;58(2):137-76
pubmed: 18762289