Publications of the Object Vision and Population Code Representation programme
Selected publications
Deep neural networks: a new framework for modelling biological vision and brain information processing Kriegeskorte N. (2015) Annu. Rev. Vis. Sci. 2015. 1:417-46. bioRxiv
Faciotopy—A face-feature map with face-like topology in the human occipital face area Henriksson L, Mur M, Kriegeskorte K. (2015) Cortex 72: 156-167.
Deep supervised, but not unsupervised, models may explain IT cortical representation Kriegeskorte N, Khaligh-Razavi SM. (2014) PLoS Computational Biology 10(11), e1003915.
Unique semantic space in the brain of each beholder predicts perceived similarity Charest I, Kriegeskorte N, Kievit RA, Schmitz TW, Deca D. (2014) PNAS 111(40):14565-14570.
A toolbox for representational similarity analysis Nili H, Wingfield C, Walther A, Su L, Marslen-Wilson W, Kriegeskorte N. (2014) PLoS Computational Biology 10(4), e1003553.
Representational geometry: integrating cognition, computation, and the brain Kriegeskorte N, Kievit RA. (2013) Trends in Cognitive Science (8): 401-12.
Circular analysis in systems neuroscience – the dangers of double dipping Kriegeskorte N, Simmons WK, Bellgowan PSF, Baker CI. (2009) Nature Neuroscience 12(5): 535-40.
Matching categorical object representations in inferior temporal cortex of man and monkey Kriegeskorte N, Mur M, Ruff D, Kiani R, Bodurka J, Esteky H, Tanaka K, Bandettini P. (2008). Neuron 60(6): 1126-41. ,
Representational similarity analysis – connecting the branches of systems neuroscience Kriegeskorte N, Mur M and Bandettini PA. (2008) Frontiers in Systems Neuroscience. 2:4.
Information-based functional brain mapping Kriegeskorte N, Goebel R, Bandettini P. (2006) PNAS 103: 3863-3868.
Latest publications
Representational Distance Learning for Deep Neural Networks McClure P, Kriegeskorte N. (2015) arXiv. doi: 1511.03979. arXiv
Mind the drift - improving sensitivity to fMRI pattern information by accounting for temporal pattern drift Alink A., Walther A., Krugliak A, van den Bosch J, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/032391. bioRxiv
Ramp coding with population averaging predicts human cortical face-space representations and perception Carlin J, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/029603. bioRxiv
Explaining the hierarchy of visual representational geometries by remixing of features from many computational vision models Khaligh-Razavi S-M, Henriksson L, Kay K, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/009936. bioRxiv
Crossvalidation in brain imaging analysis Kriegeskorte N. (2015) BioRxiv. doi: 10.1101/017418. bioRxiv
Intersubject information mapping: revealing canonical representations of complex natural stimuli Kriegeskorte N. (2015) BioRxiv. doi:10.1101/016436. bioRxiv
The brain of the beholder: honouring individual representational idiosyncrasies Charest A., Kriegeskorte N. (2015) Language, Cognition and Neuroscience. 30(4): 367-379. bioRxiv
Visual representations are dominated by intrinsic fluctuations correlated between areas Henriksson L, Khaligh-Razavi S-M, Kay K, Kriegeskorte N. (2014)NeuroImage114: 275-286. bioRxiv
Perceptual similarity of visual patterns predicts the similarity of their dynamic neural activation patterns measured with MEG Wardle S, Kriegeskorte N, Khaligh-Razavi S-M, Carlson T. (2015) arXiv. doi:1506.02208. arXiv
Deep neural networks: a new framework for modelling biological vision and brain information processing Kriegeskorte N. (2015) Annu. Rev. Vis. Sci. 2015. 1:417-46. bioRxiv
Faciotopy—A face-feature map with face-like topology in the human occipital face area Henriksson L, Mur M, Kriegeskorte K. (2015) Cortex 72: 156-167.
Visual features as stepping stones toward semantics: Explaining object similarity in IT and perception with non-negative least squares Jozwik K, Kriegeskorte N, Mur M. (2015) Neuropsychologia doi:10.1016/j.neuropsychologia.2015.10.023. bioRxiv
Retrieval induces adaptive forgetting of competing memories via cortical pattern suppression Wimber M, Alink A, Charest I, Kriegeskorte N, Anderson M. (2015) Nature Neuroscience18(4): 582-589.
Visual representations are dominated by intrinsic fluctuations correlated between areas Henriksson L, Khaligh-Razavi SM, Kay K, Kriegeskorte N. (2015) NeuroImage114: 275-286.
Similarity, not complexity, determines visual working memory performance Jackson M, Linden D, Roberts M, Kriegeskorte K, Haenschel C. (2015) Journal of Experimental Psychology 41(6):1884-1892.
Population coding of affect across stimuli, modalities and individuals Chikazoe J, Lee D, Kriegeskorte N, Anderson A. (2014) Nature Neuroscience17: 1114-1122.
Unique semantic space in the brain of each beholder predicts perceived similarity Charest I, Kriegeskorte N, Kievit RA, Schmitz TW, Deca D. (2014) PNAS 111(40):14565-14570.
Deep supervised, but not unsupervised, models may explain IT cortical representation Kriegeskorte N, Khaligh-Razavi SM. (2014) PLoS Computational Biology 10(11), e1003915.
A toolbox for representational similarity analysis Nili H, Wingfield C, Walther A, Su L, Marslen-Wilson W, Kriegeskorte N. (2014) PLoS Computational Biology 10(4), e1003553.
Reaction time for object categorization is predicted by representational distance Carlson TA, Ritchie JB, Kriegeskorte N, Durvasula S, Ma J. (2014) Journal of Cognitive Neuroscience 26(1): 132-42.
What’s there, distinctly, when and where? Mur M, Kriegeskorte N. (2014) Nature neuroscience 17 (3). 332-333.
Book
Visual Population Codes - Toward a Common Multivariate Framework for Cell Recording and Functional Imaging Kriegeskorte N, Kreiman G (Eds) MIT Press 2011.
Thesis
Functional magnetic resonance imaging of the human object-vision system Kriegeskorte, N. (2004) PhD Thesis. Universiteit Maastricht.
Full list of peer-reviewed publications
2015
Representational Distance Learning for Deep Neural Networks McClure P, Kriegeskorte N. (2015) arXiv. doi: 1511.03979.
Mind the drift - improving sensitivity to fMRI pattern information by accounting for temporal pattern drift Alink A., Walther A., Krugliak A, van den Bosch J, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/032391.
Ramp coding with population averaging predicts human cortical face-space representations and perception Carlin J, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/029603.
Explaining the hierarchy of visual representational geometries by remixing of features from many computational vision models Khaligh-Razavi S-M, Henriksson L, Kay K, Kriegeskorte N. (2015) BioRxiv. doi:10.1101/009936.
Crossvalidation in brain imaging analysis Kriegeskorte N. (2015) BioRxiv. doi: 10.1101/017418.
Intersubject information mapping: revealing canonical representations of complex natural stimuli Kriegeskorte N. (2015) BioRxiv. doi:10.1101/016436.
The brain of the beholder: honouring individual representational idiosyncrasies Charest A., Kriegeskorte N. (2015) Language, Cognition and Neuroscience. 30(4): 367-379.
Visual representations are dominated by intrinsic fluctuations correlated between areas Henriksson L, Khaligh-Razavi S-M, Kay K, Kriegeskorte N. (2014)NeuroImage114: 275-286.
Perceptual similarity of visual patterns predicts the similarity of their dynamic neural activation patterns measured with MEG Wardle S, Kriegeskorte N, Khaligh-Razavi S-M, Carlson T. (2015) arXiv. doi:1506.02208.
Deep neural networks: a new framework for modelling biological vision and brain information processing Kriegeskorte N. (2015) Annu. Rev. Vis. Sci. 2015. 1:417-46.
Faciotopy—A face-feature map with face-like topology in the human occipital face area Henriksson L, Mur M, Kriegeskorte K. (2015) Cortex 72: 156-167.
Visual features as stepping stones toward semantics: Explaining object similarity in IT and perception with non-negative least squares Jozwik K, Kriegeskorte N, Mur M. (2015) Neuropsychologia doi:10.1016/j.neuropsychologia.2015.10.023.
Retrieval induces adaptive forgetting of competing memories via cortical pattern suppression Wimber M, Alink A, Charest I, Kriegeskorte N, Anderson M. (2015) Nature Neuroscience18(4): 582-589.
Visual representations are dominated by intrinsic fluctuations correlated between areas Henriksson L, Khaligh-Razavi S-M, Kay K, Kriegeskorte N. (2015) NeuroImage 114: 275-286.
Similarity, not complexity, determines visual working memory performance Jackson M, Linden D, Roberts M, Kriegeskorte K, Haenschel C. (2015) Journal of Experimental Psychology 41(6):1884-1892.
2014
Unique semantic space in the brain of each beholder predicts perceived similarity Charest I, Kriegeskorte N, Kievit RA, Schmitz TW, Deca D. (2014) PNAS 111(40):14565-14570.
Deep supervised, but not unsupervised, models may explain IT cortical representation Kriegeskorte N, Khaligh-Razavi SM (2014) PLoS Computational Biology 10(11), e1003915.
Reaction time for object categorization is predicted by representational distance Carlson TA, Ritchie JB, Kriegeskorte N, Durvasula S, Ma JJ. Cogn Neurosci. 2014 Jan;26(1):132-42. doi: 10.1162/jocn_a_00476. Epub 2013 Sep 3.
A toolbox for representational similarity analysis Nili H, Wingfield C, Walther A, Su L, Marslen-Wilson W, Kriegeskorte N. (2014) PLoS Computational Biology 10(4), e1003553.
Population coding of affect across stimuli, modalities and individuals Chikazoe J, Lee D, Kriegeskorte N, Anderson A. (2014) Nature Neuroscience17: 1114-1122.
What’s there, distinctly, when and where? Mur M, Kriegeskorte N. (2014) Nature neuroscience 17 (3). 332-333.
2013
Abstract encoding of auditory objects in cortical activity patterns. Giordano BL, McAdams S, Zatorre RJ, Kriegeskorte N, Belin P. (2013) Cerebral Cortex.
Awake reactivation predicts memory in humans Staresina BP, Alink A, Kriegeskorte N, Henson RN. (2013) Proc Natl Acad Sci U S A. 110(52): 21159-64.
Choosing the rules: distinct and overlapping frontoparietal representations of task rules for perceptual decisions Zhang J, Kriegeskorte N, Carlin JD, Rowe JB. (2013) Journal of Neuroscience 33(29): 11852-11862.
fMRI orientation decoding in V1 does not require global maps or globally coherent orientation stimuli Alink A, Krugliak A, Walther A, Kriegeskorte N. (2013). Front Psychol. Aug 12;4:493.
Human Object-Similarity Judgments Reflect and Transcend the Primate-IT Object Representation. Mur M, Meys M, Bodurka J, Goebel R, Bandettini PA, Kriegeskorte N. (2013) Frontiers in Psychology.
Intrinsic Structure of Visual Exemplar and Category Representations in Macaque Brain Liu N, Kriegeskorte N, Mur M, Hadj-Bouziane F, Luh WM, Tootell RB, Ungerleider LG. (2013) Journal of Neuroscience 33(28): 11346-11360.
Representational dynamics of object vision: The first 1000 ms Carlson T, Tovar DA, Alink A, Kriegeskorte N. (2013) Journal of Vision.
Representational geometry: integrating cognition, computation, and the brain Kriegeskorte N, Kievit RA. (2013) Trends in Cognitive Science.
The Emergence of Semantic Meaning in the Ventral Temporal Pathway Carlson TA, Simmons RA, Kriegeskorte N, Slevc LR. (2013) Journal of Cognitive Neuroscience.
2012
An emerging consensus for open evaluation: 18 visions for the future of scientific publishing Kriegeskorte N, Walther A, Deca D. (2012) Frontiers in Computational Neuroscience.
Auditory motion direction encoding in auditory cortex and high-level visual cortex Alink A, Euler F, Kriegeskorte N, Singer W, Kohler A. (2012) Hum Brain Mapp. 33(4): 969-978.
Categorical, yet graded - single-image activation profiles of human category-selective cortical regions Mur M, Ruff DA, Bodurka J, De Weerd P, Bandettini PA, Kriegeskorte N. (2012) Journal of Neuroscience 32(25): 8649-8662.
Direction-Sensitive Codes for Observed Head Turns in Human Superior Temporal Sulcus Carlin JD, Rowe JB, Kriegeskorte N, Thompson R, Calder AJ. (2012) Cerebral Cortex doi: 10.1093/cercor/bhr061.
Episodic reinstatement in the medial temporal lobe Staresina BP, Henson RN, Kriegeskorte N, Alink A. (2012) Journal of Neuroscience 32(5): 18150-18156.
Inverse MDS: Inferring Dissimilarity Structure from Multiple Item Arrangements Kriegeskorte N, Mur M. (2012) Frontiers in Perception Science3.
Open evaluation: a vision for entirely transparent post-publication peer review and rating for science Kriegeskorte N. (2012) Frontiers in Computational Neuroscience.
Seeing patterns through the hemodynamic veil - The future of pattern-information fMRI Formisano E, Kriegeskorte N. (2012) Neuroimage 62(2): 1249-1256.
2011
A head view-invariant representation of gaze direction in anterior superior temporal sulcus Carlin JD, Calder AJ, Kriegeskorte N, Nili H, Rowe JB. (2011) Curr Biol. 21(21): 1817-21.
Pattern-information analysis: from stimulus decoding to computational-model testing Kriegeskorte N. (2011) NeuroImage 56(2): 411-421.
Utilizing temporal information in fMRI decoding: classifier using kernel regression methods Chu C, MourÃo-Miranda J, Chiu YC, Kriegeskorte N, Tan G, Ashburner J. (2011) Neuroimage 58(2): 560-71.
2010
Comparison of multivariate classifiers and response normalizations for pattern-information fMRI Misaki M, Kim Y, Bandettini PA, Kriegeskorte N. (2010) NeuroImage. 53(1): 103-118.
Everything you never wanted to know about circular analysis – but were afraid to ask Kriegeskorte N, Lindquist MA, Nichols TE, Poldrack RA, Vul E. (2010) J Cereb Blood Flow Metab. 30(9): 1551-1557.
Face-identity change activation outside the face system: "release from adaptation" may not always indicate neuronal selectivity Mur M, Ruff DA, Bodurka J, Bandettini PA, Kriegeskorte N. (2010) Cereb Cortex 20(9): 2027-2042.
High-Level Visual Object Representations Are Constrained by Position Kravitz DJ, Kriegeskorte N, Baker CI (2010) Cereb Cortex 20(12): 2916-2925.
Interpreting brain images – reflections on an adolescent field Kriegeskorte N. (2010) Trends in Cognitive Sciences 14(11): 475-476. (book review)
How does an fMRI voxel sample the neuronal activity pattern: compact kernel or complex spatiotemporal filter? Kriegeskorte N, Cusack R, Bandettini PA. (2010) Neuroimage 49(3): 1965-76.
Pattern-information fMRI: new questions which it opens up, and challenges which face it Raizada RDS, Kriegeskorte N. (2010) International Journal of Imaging Systems and Technology 20(1): 31-41.
2009
Circular analysis in systems neuroscience – the dangers of double dipping Kriegeskorte N, Simmons WK, Bellgowan PSF, Baker CI. (2009) Nature Neuroscience 12(5): 535-40.
Relating population-code representations between man, monkey, and computational models Kriegeskorte N. (2009) Frontiers in Neuroscience 3(3): 363.
Revealing Representational Content with Pattern-Information fMRI – an Introductory Guide Mur M, Bandettini P, Kriegeskorte N. (2009) Social Cognitive and Affective Neuroscience 4(1): 101-9.
2008
Artifactual time course correlations in echo-planar fMRI with implications for studies of brain function Kriegeskorte N, Bodurka J, Bandettini PA. (2008) International Journal of Imaging Systems and Technology 18(5-6): 345-349.
Matching categorical object representations in inferior temporal cortex of man and monkey Kriegeskorte N, Mur M, Ruff D, Kiani R, Bodurka J, Esteky H, Tanaka K, Bandettini P. (2008) Neuron 60(6): 1126-41. ,
Representational similarity analysis – connecting the branches of systems neuroscience Kriegeskorte N, Mur M and Bandettini PA. (2008) Frontiers in Systems Neuroscience.
The arrow of time: how does the brain represent natural temporal structure? Carvalho FM, Kriegeskorte N. (2008) J Neurosci 28(32): 7933-5.
2007
Analyzing for information, not activation, to exploit high-resolution fMRI Kriegeskorte N, Bandettini P. (2007) Neuroimage 38(4): 649-62.
Combining the tools: activation- and information-based fMRI analysis Kriegeskorte N, Bandettini P. (2007) Neuroimage 38(4): 666-8.
Individual faces elicit distinct response patterns in human anterior temporal cortex Kriegeskorte N, Formisano E, Sorger B, Goebel R. (2007) PNAS 104(51): 20600-5.
Neural correlates of trust Krueger F, McCabe K, Moll J, Kriegeskorte N, Zahn R, Strenziok M, Heinecke A, Grafman J. (2007) PNAS 104(50): 20084-9.
2006
Information-based functional brain mapping Kriegeskorte N, Goebel R, Bandettini P. (2006) PNAS 103: 3863-3868.
The neuroscientific exploitation of high-resolution functional magnetic resonance imaging Kriegeskorte N, Bandettini P. (2006) IEEE EMBC 1:21-4.
2005
Primary visual cortex activity along the apparent-motion trace reflects illusory perception Muckli L, Kohler A, Kriegeskorte N, Singer W. (2005) PLoS Biology 3(8): e265.
2003
Cortical capacity constraints for visual working memory: dissociation of fMRI load effects in a fronto-parietal network Linden DE, Bittner RA, Muckli L, Waltz JA, Kriegeskorte N, Goebel R, Singer W, Munk MH. (2003) Neuroimage 20 (3): 1518-1530.
Human cortical object recognition from a visual motion flowfield Kriegeskorte N, Sorger B, Naumer M, Schwarzbach J, van den Boogert E, Hussy W, Goebel R. (2003) J Neurosci 23(4): 1451-63.
2002
Apparent motion: Event-related functional magnetic resonance imaging of perceptual switches and states Muckli L, Kriegeskorte N, Lanfermann H, Zanella FE, Singer W, Goebel R. (2002) J Neurosci 22 (9).
Spatial independent component analysis of functional magnetic resonance imaging time-series: characterization of the cortical components Formisano E, Esposito F, Kriegeskorte N, Tedeschi G, Di Salle F, Goebel R. (2002) Neurocomputing 49: 241-254.
2001
An efficient algorithm for topologically correct segmentation of the cortical sheet in anatomical MR volumes Kriegeskorte N, Goebel R. (2001) Neuroimage 14(2): 329-46.
Full list of non-peer reviewed publications
Datenanalyse für funktionell bildgebende Verfahren Goebel R, Kriegeskorte N. (2005) Chapter in Henrik Walter (Ed.): Funktionelle Bildgebung in Psychiatrie und Psychotherapie. Schattauer, Stuttgart, New York.
Funktionelle Bildgebung in der Kognitionsforschung Goebel R, Kriegeskorte N. (2007) Chapter in Eimer M, Goschke T (Eds.): Enzyklopädie der Psychologie: Kognition - Band 5. Hogrefe.
Funktionelle Magnetresonanztomographie Goebel R, Kriegeskorte N. (2005) Chapter in Henrik Walter (Ed.): Funktionelle Bildgebung in Psychiatrie und Psychotherapie. Schattauer, Stuttgart, New York.
Interpreting brain images – reflections on an adolescent field Kriegeskorte N. (2011) Trends in Cognitive Sciences. (book review)
Representational similarity analysis of object population codes in humans, monkeys, and models Kriegeskorte N, Mur M (2011) in Visual Population Codes by Kriegeskorte N, Kreiman G (Eds). MIT Press.
Tutorial on pattern classification in functional imaging Kriegeskorte N, Mur M (2011) in Visual Population Codes by Kriegeskorte N, Kreiman G (Eds). MIT Press.