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Vision Res 40, 1857\u20131868 (2000).","journal-title":"Vision Res"},{"key":"e_1_3_4_26_2","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1152\/jn.00394.2013","article-title":"The dynamics of invariant object recognition in the human visual system","volume":"111","author":"Isik L","year":"2014","unstructured":"L Isik, EM Meyers, JZ Leibo, T Poggio, The dynamics of invariant object recognition in the human visual system. J Neurophysiol 111, 91\u2013102 (2014).","journal-title":"J Neurophysiol"},{"key":"e_1_3_4_27_2","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1016\/j.neuroimage.2015.07.011","article-title":"Can visual information encoded in cortical columns be decoded from magnetoencephalography data in humans","volume":"121","author":"Cichy RM","year":"2015","unstructured":"RM Cichy, FM Ramirez, D Patazis, Can visual information encoded in cortical columns be decoded from magnetoencephalography data in humans. Neuroimage 121, 193\u2013204 (2015).","journal-title":"Neuroimage"},{"key":"e_1_3_4_28_2","doi-asserted-by":"crossref","first-page":"242","DOI":"10.1016\/j.psychres.2008.05.006","article-title":"The NimStim set of facial expressions: Judgments from untrained research participants","volume":"168","author":"Tottenham N","year":"2009","unstructured":"N Tottenham, , The NimStim set of facial expressions: Judgments from untrained research participants. Psychiatry Res 168, 242\u2013249 (2009).","journal-title":"Psychiatry Res"},{"key":"e_1_3_4_29_2","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1038\/14819","article-title":"Hierarchical models of object recognition in cortex","volume":"2","author":"Riesenhuber M","year":"1999","unstructured":"M Riesenhuber, T Poggio, Hierarchical models of object recognition in cortex. Nat Neurosci 2, 1019\u20131025 (1999).","journal-title":"Nat Neurosci"},{"key":"e_1_3_4_30_2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.neuroimage.2010.06.010","article-title":"Automatic parcellation of human cortical gyri and sulci using standard anatomical nomenclature","volume":"53","author":"Destrieux C","year":"2010","unstructured":"C Destrieux, B Fischl, A Dale, E Halgren, Automatic parcellation of human cortical gyri and sulci using standard anatomical nomenclature. Neuroimage 53, 1\u201315 (2010).","journal-title":"Neuroimage"},{"key":"e_1_3_4_31_2","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1037\/0033-2909.87.2.245","article-title":"Test for comparing elements of a correlation matrix","volume":"87","author":"Steiger JH","year":"1980","unstructured":"JH Steiger, Test for comparing elements of a correlation matrix. Psychol Bull 87, 245\u2013251 (1980).","journal-title":"Psychol Bull"},{"key":"e_1_3_4_32_2","doi-asserted-by":"crossref","first-page":"1453","DOI":"10.1162\/jocn.2006.18.9.1453","article-title":"A reevaluation of the electrophysiological correlates of expert object processing","volume":"18","author":"Scott LS","year":"2006","unstructured":"LS Scott, JW Tanaka, DL Sheinberg, T Curran, A reevaluation of the electrophysiological correlates of expert object processing. 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Neuroimage 16, 638\u2013650 (2002).","journal-title":"Neuroimage"},{"key":"e_1_3_4_37_2","doi-asserted-by":"crossref","first-page":"542","DOI":"10.1046\/j.1365-2656.2002.00618.x","article-title":"On the misuse of residuals in ecology: Regression of residuals vs. multiple regression","volume":"71","author":"Freckleton RP","year":"2002","unstructured":"RP Freckleton, On the misuse of residuals in ecology: Regression of residuals vs. multiple regression. J Anim Ecol 71, 542\u2013545 (2002).","journal-title":"J Anim Ecol"},{"key":"e_1_3_4_38_2","doi-asserted-by":"crossref","first-page":"267","DOI":"10.3389\/fnins.2013.00267","article-title":"MEG and EEG data analysis with MNE-Python","volume":"7","author":"Gramfort A","year":"2013","unstructured":"A Gramfort, , MEG and EEG data analysis with MNE-Python. Front Neurosci 7, 267 (2013).","journal-title":"Front Neurosci"},{"key":"e_1_3_4_39_2","doi-asserted-by":"crossref","first-page":"446","DOI":"10.1016\/j.neuroimage.2013.10.027","article-title":"MNE software for processing MEG and EEG data","volume":"86","author":"Gramfort A","year":"2014","unstructured":"A Gramfort, , MNE software for processing MEG and EEG data. Neuroimage 86, 446\u2013460 (2014).","journal-title":"Neuroimage"},{"key":"e_1_3_4_40_2","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1016\/S0896-6273(00)81138-1","article-title":"Dynamic statistical parametric mapping: Combining fMRI and MEG for high-resolution imaging of cortical activity","volume":"26","author":"Dale AM","year":"2000","unstructured":"AM Dale, , Dynamic statistical parametric mapping: Combining fMRI and MEG for high-resolution imaging of cortical activity. Neuron 26, 55\u201367 (2000).","journal-title":"Neuron"},{"key":"e_1_3_4_41_2","first-page":"807","article-title":"Multi-PIE","volume":"28","author":"Gross R","year":"2010","unstructured":"R Gross, I Matthews, J Cohn, T Kanade, S Baker, Multi-PIE. Proc Int Conf Autom Face Gesture Recognit 28, 807\u2013813 (2010).","journal-title":"Proc Int Conf Autom Face Gesture Recognit"},{"key":"e_1_3_4_42_2","doi-asserted-by":"crossref","first-page":"1377","DOI":"10.1080\/02699930903485076","article-title":"Presentation and validation of the Radboud Faces Database","volume":"24","author":"Langner O","year":"2010","unstructured":"O Langner, , Presentation and validation of the Radboud Faces Database. Cognit Emot 24, 1377\u20131388 (2010).","journal-title":"Cognit Emot"},{"key":"e_1_3_4_43_2","doi-asserted-by":"crossref","first-page":"1094","DOI":"10.1080\/02699930701626582","article-title":"The karolinska directed emotional faces: A validation study","volume":"22","author":"Goeleven E","year":"2008","unstructured":"E Goeleven, R De Raedt, L Leyman, B Verschuere, The karolinska directed emotional faces: A validation study. Cognit Emot 22, 1094\u20131118 (2008).","journal-title":"Cognit Emot"},{"key":"e_1_3_4_44_2","unstructured":"AM Martinez R Benavente The AR face database. CVC Tech Rep 24. (1998)."},{"key":"e_1_3_4_45_2","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/j.jneumeth.2003.10.009","article-title":"EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics","volume":"134","author":"Delorme A","year":"2004","unstructured":"A Delorme, S Makeig, EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics. J Neurosci Methods 134, 9\u201321 (2004).","journal-title":"J Neurosci Methods"},{"key":"e_1_3_4_46_2","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1080\/01621459.1961.10482090","article-title":"Multiple comparisons among means","volume":"56","author":"Dunn OJ","year":"1961","unstructured":"OJ Dunn, Multiple comparisons among means. J Am Stat Assoc 56, 52\u201364 (1961).","journal-title":"J Am Stat Assoc"},{"key":"e_1_3_4_47_2","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1111\/j.2517-6161.1995.tb02031.x","article-title":"Controlling the false discovery rate: A practical and powerful approach to multiple testing","volume":"51","author":"Benjamini Y","year":"1995","unstructured":"Y Benjamini, Y Hochberg, Controlling the false discovery rate: A practical and powerful approach to multiple testing. 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Artif Intell 40, 185\u2013234 (1989).","journal-title":"Artif Intell"},{"key":"e_1_3_4_50_2","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1038\/323533a0","article-title":"Learning representations by back-propagating errors","volume":"323","author":"Rumelhart DE","year":"1986","unstructured":"DE Rumelhart, GE Hinton, RJ Williams, Learning representations by back-propagating errors. 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