Is it an animal? Is it a human face? Fast processing in upright and inverted natural scenes
Open accessAbstract
Object categorization can be extremely fast. But among all objects, human faces might hold a special status that could depend on a specialized module. Visual processing could thus be faster for faces than for any other kind of object. Moreover, because face processing might rely on facial configuration, it could be more disrupted by stimulus inversion. Here we report two experiments that compared the rapid categorization of human faces and animals or animal faces in the context of upright and inverted natural scenes. In Experiment 1, the natural scenes contained human faces and animals in a full range of scales from close-up to far views. In Experiment 2, targets were restricted to close-ups of human faces and animal faces. Both experiments revealed the remarkable object processing efficiency of our visual system and further showed (1) virtually no advantage for faces over animals; (2) very little performance impairment with inversion; and (3) greater sensitivity of faces to inversion. These results are interpreted within the framework of a unique system for object processing in the ventral pathway. In this system, evidence would accumulate very quickly and efficiently to categorize visual objects, without involving a face module or a mental rotation mechanism. It is further suggested that rapid object categorization in natural scenes might not rely on high-level features but rather on features of intermediate complexity.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Animal- vs. non-animal-recognition is a well established experiment.
“A well established experiment is an animal- vs. non-animal-recognition task (30-34).”
From A feedforward architecture accounts for rapid categorization (2007) · cites this paper as [34]
Recent behavioral studies suggested that the animal categorization task can be performed very well by human observers on rotated images.
“Recent behavioral studies (34)** suggested that the animal categorization task can be performed very well by human observers on rotated images.”
From A feedforward architecture accounts for rapid categorization (2007) · cites this paper as [34]
Cites
Speed of processing in the human visual system
Thorpe, S., Fize, D., & Marlot, C. (1996) · Nature · doi:10.1038/381520a0 · Cited by 3,538 · see citing works
Electrophysiological Studies of Face Perception in Humans
Shlomo Bentin, A., Allison, T., Puce, A., Perez, E., & McCarthy, G. (1996) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1996.8.6.551 · Cited by 3,081 · see citing works
Yin, R. K. (1969) · Journal of Experimental Psychology · doi:10.1037/h0027474 · Cited by 2,624 · see citing works
Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework
Dehaene, S. (2001) · Cognition · doi:10.1016/s0010-0277(00)00123-2 · Cited by 2,498 · cited 1× · see citing works
“…ms, visual perception does not end up after a first pass through the visual system that might not even allow access to a conscious representation (Dehaene & Naccache, 2001; Thorpe, Gegenfurtner, Fabre-Thorpe, & Bulthoff, 2001); in many cases, reaching a decision will require more time consuming…”
BackgroundThe many faces of configural processing
Maurer, D. M., Grand, R. L., & Mondloch, C. J. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)01903-4 · Cited by 2,114 · see citing works
Why faces are and are not special: An effect of expertise.
Diamond, R., & Carey, S. E. (1986) · Journal of Experimental Psychology General · doi:10.1037//0096-3445.115.2.107 · Cited by 1,584 · see citing works
What is "special" about face perception?
Farah, M. J., Wilson, K. D., Drain, M., & Tanaka, J. N. (1998) · Psychological Review · doi:10.1037/0033-295x.105.3.482 · Cited by 1,317 · see citing works
Neural Control of Voluntary Movement Initiation
Hanes, D. P., & Schall, J. D. (1996) · Science · doi:10.1126/science.274.5286.427 · Cited by 1,145 · see citing works
Becoming a “Greeble” Expert: Exploring Mechanisms for Face Recognition
Gauthier, L., & Tarr, M. J. (1997) · Vision Research · doi:10.1016/s0042-6989(96)00286-6 · Cited by 1,017 · see citing works
Domain specificity in face perception
Kanwisher, N. (2000) · Nature Neuroscience · doi:10.1038/77664 · Cited by 968 · see citing works
Mental rotation and orientation-dependence in shape recognition
Tarr, M. J., & Pinker, S. A. (1989) · Cognitive Psychology · doi:10.1016/0010-0285(89)90009-1 · Cited by 798 · see citing works
Rossion, B., Gauthier, I., Tarr, M. J., Despland, P., Bruyer, R., Linotte, S., & Crommelinck, M. (2000) · Neuroreport · doi:10.1097/00001756-200001170-00014 · Cited by 738 · see citing works
Responses of Neurons in Inferior Temporal Cortex During Memory-Guided Visual Search
Chelazzi, L., Duncan, J., Miller, E. K., & Desimone, R. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.6.2918 · Cited by 726 · see citing works
The Time Course of Visual Processing: From Early Perception to Decision-Making
Rufin Vanrullen, A., & Thorpe, S. J. (2001) · Journal of Cognitive Neuroscience · doi:10.1162/08989290152001880 · Cited by 703 · see citing works
Stages of processing in face perception: an MEG study
Jia Liu, B., Harris, A. M., & Kanwisher, N. (2002) · Nature Neuroscience · doi:10.1038/nn909 · Cited by 683 · see citing works
Riesenhuber, M., & Poggio, T. (2000) · Nature Neuroscience · doi:10.1038/81479 · Cited by 657 · see citing works
FFA: a flexible fusiform area for subordinate-level visual processing automatized by expertise
Tarr, M. J., & Gauthier, L. (2000) · Nature Neuroscience · doi:10.1038/77666 · Cited by 645 · see citing works
The face-specific N170 component reflects late stages in the structural encoding of faces
Martin Eimer, A. (2000) · Neuroreport · doi:10.1097/00001756-200007140-00050 · Cited by 631 · see citing works
Visual features of intermediate complexity and their use in classification
Ullman, S., Vidal-Naquet, M., & Sali, E. (2002) · Nature Neuroscience · doi:10.1038/nn870 · Cited by 600 · see citing works
Itier, R. J., & Taylor, M. J. (2002) · NeuroImage · doi:10.1006/nimg.2001.0982 · Cited by 545 · see citing works
INVARIANT FACE AND OBJECT RECOGNITION IN THE VISUAL SYSTEM
Wallis, G. M., & Rolls, E. T. (1997) · Progress in Neurobiology · doi:10.1016/s0301-0082(96)00054-8 · Cited by 539 · see citing works
Cognitive Response Profile of the Human Fusiform Face Area as Determined by MEG
Halgren, E. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.1.69 · Cited by 490 · see citing works
How Does the Brain Process Upright and Inverted Faces?
Rossion, B., & Gauthier, L. (2002) · Behavioral and Cognitive Neuroscience Reviews · doi:10.1177/1534582302001001004 · Cited by 386 · see citing works
Neural mechanisms of object recognition
Riesenhuber, M., & Poggio, T. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00304-5 · Cited by 373 · see citing works
Domain specificity versus expertise: factors influencing distinct processing of faces
Carmel, D. P. (2002) · Cognition · doi:10.1016/s0010-0277(01)00162-7 · Cited by 364 · see citing works
Farah, M. J., Wilson, K. D., Drain, H. M., & Tanaka, J. (1995) · Vision Research · doi:10.1016/0042-6989(94)00273-o · Cited by 346 · see citing works
A Limit to the Speed of Processing in Ultra-Rapid Visual Categorization of Novel Natural Scenes
Fabre‐Thorpe, M., Arnaud Delorme, A., Marlot, C., & Thorpe, S. J. (2001) · Journal of Cognitive Neuroscience · doi:10.1162/089892901564234 · Cited by 339 · see citing works
Self-citationIs it a Bird? Is it a Plane? Ultra-Rapid Visual Categorisation of Natural and Artifactual Objects
Rufin Vanrullen, A., & Thorpe, S. J. (2001) · Perception · doi:10.1068/p3029 · Cited by 314 · see citing works
Neurophysiological evidence for visual perceptual categorization of words and faces within 150 ms
Schendan, H. E., Ganis, G., & Kutas, M. (1998) · Psychophysiology · doi:10.1111/1469-8986.3530240 · Cited by 309 · see citing works
Parallel processing in high-level categorization of natural images
Rousselet, G. A., Fabre‐Thorpe, M., & Thorpe, S. J. (2002) · Nature Neuroscience · doi:10.1038/nn866 · Cited by 306 · see citing works
Self-citationSeeking Categories in the Brain
Thorpe, S. J., & Fabre-Thorpe, M. (2001) · Science · doi:10.1126/science.1058249 · Cited by 300 · see citing works
Self-citationRapid emotional face processing in the human right and left brain hemispheres
Pizzagalli, D. A., Regard, M., & Lehmann, D. (1999) · Neuroreport · doi:10.1097/00001756-199909090-00001 · Cited by 277 · see citing works
Eyes first! Eye processing develops before face processing in children
Taylor, M. J., Edmonds, G. E., McCarthy, G., & Allison, T. (2001) · Neuroreport · doi:10.1097/00001756-200106130-00031 · Cited by 271 · see citing works
Linkenkaer‐Hansen, K., Palva, J. M., Sams, M. E., Hietanen, J. K., Aronen, H. J., & Ilmoniemi, R. J. (1998) · Neuroscience Letters · doi:10.1016/s0304-3940(98)00586-2 · Cited by 258 · see citing works
Modulation of event-related potentials by prototypical and atypical faces
Halit, H., de Haan, M. D. H., & Johnson, M. H. (2000) · Neuroreport · doi:10.1097/00001756-200006260-00014 · Cited by 246 · see citing works
Evoked Potential Studies of Face and Object Processing
Jeffreys, D. A. (1996) · Visual Cognition · doi:10.1080/713756729 · Cited by 224 · see citing works
Detection of animals in natural images using far peripheral vision
Thorpe, S. J., Gegenfurtner, K. R., Fabre‐Thorpe, M., & Bülthoff, H. (2001) · European Journal of Neuroscience · doi:10.1046/j.0953-816x.2001.01717.x · Cited by 197 · see citing works
Self-citationNeurophysiological correlates of face gender processing in humans
Mouchetant‐Rostaing, Y., Giard, M., Shlomo Bentin, A., Aguera, P., & Pernier, J. (2000) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2000.00888.x · Cited by 196 · see citing works
Brian Mcelree, A., & Carrasco, M. (1999) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.25.6.1517 · Cited by 196 · see citing works
Interaction of top-down and bottom-up processing in the fast visual analysis of natural scenes
Arnaud Delorme, A., Rousselet, G. A., Macé, M. J. ‐., & Fabre‐Thorpe, M. (2004) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2003.11.010 · Cited by 166 · see citing works
Self-citationEvidence for rapid face recognition from human scalp and intracranial electrodes
Seeck, M., Michel, C. M., Mainwaring, N. R., Cosgrove, R. G., Blume, H. W., Ives, J. R., Landis, T., & Schomer, D. L. (1997) · Neuroreport · doi:10.1097/00001756-199708180-00021 · Cited by 158 · see citing works
Face processing using one spike per neurone
Rufin Vanrullen, A., Jacques Gautrais, A., Arnaud Delorme, A., & Thorpe, S. J. (1998) · Biosystems · doi:10.1016/s0303-2647(98)00070-7 · Cited by 154 · see citing works
Learning to see faces and objects
Tarr, M. J., & Cheng, Y. D. (2003) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)00010-4 · Cited by 154 · see citing works
Diagnostic recognition: task constraints, object information, and their interactions
Schyns, P. G. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/5089.003.0006 · Cited by 109 · see citing works
Mental rotation and the identification of disoriented objects.
Jolicoeur, P. (1988) · Canadian Journal of Psychology/Revue Canadienne de Psychologie · doi:10.1037/h0084200 · Cited by 105 · see citing works
Face and shape repetition effects in humans
George, N., Jemel, B., Fiori, N., & Renault, B. (1997) · Neuroreport · doi:10.1097/00001756-199704140-00019 · Cited by 88 · see citing works
Ashbridge, E., Perrett, D. I., Oram, M. W., & Jellema, T. (2000) · Cognitive Neuropsychology · doi:10.1080/026432900380463 · Cited by 71 · see citing works
Image-based object recognition in man, monkey and machine
Tarr, M. J., & Bülthoff, H. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/5089.003.0001 · Cited by 61 · see citing works
ERPs and chronometry of face recognition
Debruille, J. B., Guillem, F., & Renault, B. (1998) · Neuroreport · doi:10.1097/00001756-199810260-00002 · Cited by 57 · see citing works
Early signs of visual categorization for biological and non-biological stimuli in humans
Mouchetant‐Rostaing, Y., Giard, M., Delpuech, C., Echallier, J. F., & Pernier, J. (2000) · Neuroreport · doi:10.1097/00001756-200008030-00035 · Cited by 54 · see citing works
Effective Size of Receptive Fields of Inferior Temporal Visual Cortex Neurons in Natural Scenes
Trappenberg, T. P., Rolls, E. T., & Stringer, S. M. (2002) · The MIT Press eBooks · doi:10.7551/mitpress/1120.003.0042 · Cited by 45 · see citing works
Perrett, D. I., Oram, M. W., & Ashbridge, E. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/5089.003.0005 · Cited by 38 · see citing works
Category Effects on the Processing of Plane-Rotated Objects
Vannucci, M., & Viggiano, M. P. (2000) · Perception · doi:10.1068/p3003 · Cited by 26 · see citing works
Speed of face recognition in humans
Yamamoto, S., & Kashikura, K. (1999) · Neuroreport · doi:10.1097/00001756-199911260-00013 · Cited by 22 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
A feedforward architecture accounts for rapid categorization
Serre, T., Oliva, A., & Poggio, T. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0700622104 · Cited by 918 · see citing works
Are you always on my mind? A review of how face perception and attention interact
Palermo, R., & Rhodes, G. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.04.025 · Cited by 646 · see citing works
Rossion, B., & Jacques, C. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.10.011 · Cited by 582 · see citing works
Fast saccades toward faces: Face detection in just 100 ms
Crouzet, S. M. (2010) · Journal of Vision · doi:10.1167/10.4.16 · Cited by 476 · see citing works
Langton, S., Law, A. S., Burton, A. M., & Schweinberger, S. R. (2007) · Cognition · doi:10.1016/j.cognition.2007.07.012 · Cited by 349 · see citing works
Rossion, B., & Caharel, S. (2011) · Vision Research · doi:10.1016/j.visres.2011.04.003 · Cited by 349 · see citing works
Palmeri, T. J., & Gauthier, L. (2004) · Nature reviews. Neuroscience · doi:10.1038/nrn1364 · Cited by 332 · see citing works
Time course of visual perception: Coarse-to-fine processing and beyond
HEGDE, J. (2007) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2007.09.001 · Cited by 328 · see citing works
Methods for comparing scanpaths and saliency maps: strengths and weaknesses
Meur, O. L., & Baccino, T. (2012) · Behavior Research Methods · doi:10.3758/s13428-012-0226-9 · Cited by 315 · see citing works
The Faces of Development: A Review of Early Face Processing over Childhood
Taylor, M. J., Batty, M., & Itier, R. J. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929042304732 · Cited by 304 · see citing works
At first sight: A high-level pop out effect for faces
Hershler, O., & Hochstein, S. (2005) · Vision Research · doi:10.1016/j.visres.2004.12.021 · Cited by 298 · see citing works
Rapid detection of person information in a naturalistic scene
Fletcher-Watson, S., Findlay, J. M., Leekam, S. R., & Benson, V. (2008) · Perception · doi:10.1068/p5705 · Cited by 283 · see citing works
Perception of Objects in Natural Scenes: Is It Really Attention Free?
Evans, K. K., & Treisman, A. (2005) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/0096-1523.31.6.1476 · Cited by 281 · see citing works
Processing scene context: Fast categorization and object interference
Joubert, O. R., Rousselet, G. A., Fize, D., & Fabre‐Thorpe, M. (2007) · Vision Research · doi:10.1016/j.visres.2007.09.013 · Cited by 263 · see citing works
Self-citationThe time course of visual processing: Backward masking and natural scene categorisation
Bacon-Macé, N., Macé, M. J.-M., Fabre-Thorpe, M., & Thorpe, S. J. (2005) · Vision Research · doi:10.1016/j.visres.2005.01.004 · Cited by 236 · see citing works
Self-citationStein, T., Hebart, M. N., & Sterzer, P. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00167 · Cited by 221 · see citing works
A quantitative theory of immediate visual recognition
Serre, T., Kreiman, G., Kouh, M., Cadieu, C. F., Knoblich, U., & Poggio, T. (2007) · Progress in brain research · doi:10.1016/s0079-6123(06)65004-8 · Cited by 217 · see citing works
Rossion, B., Torfs, K., Jacques, C., & Liu‐Shuang, J. (2015) · Journal of Vision · doi:10.1167/15.1.18 · Cited by 214 · see citing works
How long to get to the “gist” of real-world natural scenes?
Rousselet, G. A., Joubert, O., & Fabre‐Thorpe, M. (2005) · Visual Cognition · doi:10.1080/13506280444000553 · Cited by 201 · see citing works
Self-citationThe characteristics and limits of rapid visual categorization
Fabre‐Thorpe, M. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00243 · Cited by 198 · see citing works
Self-citationBusigny, T., Joubert, S., Félician, O., Ceccaldi, M. P., & Rossion, B. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.09.017 · Cited by 192 · see citing works
Eye Movements and Visual Encoding During Scene Perception
Rayner, K., Smith, T. J., Malcolm, G. L., & Henderson, J. M. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02243.x · Cited by 186 · see citing works
Dynamic Shape Synthesis in Posterior Inferotemporal Cortex
Brincat, S. L., & Connor, C. E. (2006) · Neuron · doi:10.1016/j.neuron.2005.11.026 · Cited by 180 · see citing works
Drew, T. W., Evans, K. K., Võ, M. L. ‐., Jacobson, F. L., & Wolfe, J. M. (2012) · Radiographics · doi:10.1148/rg.331125023 · Cited by 182 · see citing works
Retter, T. L., & Rossion, B. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2016.07.028 · Cited by 178 · see citing works
ERP evidence for context congruity effects during simultaneous object–scene processing
Mudrik, L., Lamy, D., & Deouell, L. Y. (2009) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2009.10.011 · Cited by 165 · see citing works
The Time-Course of Visual Categorizations: You Spot the Animal Faster than the Bird
Macé, M. J. ‐., Joubert, O. R., Nespoulous, J., & Fabre‐Thorpe, M. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005927 · Cited by 153 · see citing works
Self-citationRossion, B., Dricot, L., Goebel, R., & Busigny, T. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2010.00225 · Cited by 144 · see citing works
Jacques, C., & Rossion, B. (2009) · Journal of Vision · doi:10.1167/9.6.8 · Cited by 144 · see citing works
Jacques, C., & Rossion, B. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.04.016 · Cited by 138 · see citing works
Rossion, B., Prieto, E., Boremanse, A., Kuefner, D., & Belle, G. V. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.08.033 · Cited by 136 · see citing works
Animal detection in natural scenes: Critical features revisited
Wichmann, F. A. (2010) · Journal of Vision · doi:10.1167/10.4.6 · Cited by 134 · see citing works
Animal and human faces in natural scenes: How specific to human faces is the N170 ERP component?
Rousselet, G. A., Macé, M. J. ‐., & Fabre‐Thorpe, M. (2004) · Journal of Vision · doi:10.1167/4.1.2 · Cited by 122 · see citing works
Self-citationJoubert, O. R., Fize, D., Rousselet, G. A., & Fabre‐Thorpe, M. (2008) · Journal of Vision · doi:10.1167/8.13.11 · Cited by 115 · see citing works
Self-citationUnderstanding face perception by means of prosopagnosia and neuroimaging
Rossion, B. (2014) · Frontiers in Bioscience-Elite · doi:10.2741/e706 · Cited by 112 · see citing works
Attention modulates emotional expression processing
Wronka, E., & Walentowska, W. (2011) · Psychophysiology · doi:10.1111/j.1469-8986.2011.01180.x · Cited by 112 · see citing works
Face detection in normal and prosopagnosic individuals
Garrido, L., Duchaine, B., & Nakayama, K. (2008) · Journal of Neuropsychology · doi:10.1348/174866407x246843 · Cited by 111 · see citing works
The Neural Dynamics of Face Detection in the Wild Revealed by MVPA
Cauchoix, M., Barragan‐Jason, G., Serre, T., & Barbeau, E. J. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.3030-13.2014 · Cited by 111 · see citing works
Mack, M. L., Gauthier, L., Sadr, J., & Palmeri, T. J. (2008) · Psychonomic Bulletin & Review · doi:10.3758/pbr.15.1.28 · Cited by 101 · see citing works
Electrophysiological neural mechanisms for detection, configural analysis and recognition of faces
Anaki, D., Golumbic, E. Z., & Bentin, S. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.05.054 · Cited by 101 · see citing works
Giorgio, E. D., Turati, C., Altoè, G., & Simion, F. (2012) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2012.04.012 · Cited by 98 · see citing works
Processing of one, two or four natural scenes in humans: the limits of parallelism
Rousselet, G. A., Thorpe, S. J., & Fabre‐Thorpe, M. (2003) · Vision Research · doi:10.1016/j.visres.2003.11.014 · Cited by 96 · see citing works
Self-citationAttentional capture by social stimuli in young infants
Gluckman, M., & Johnson, S. P. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00527 · Cited by 94 · see citing works
The categorization of natural scenes: Brain attention networks revealed by dense sensor ERPs
Codispoti, M., Ferrari, V., Junghöfer, M., & Schupp, H. T. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.04.180 · Cited by 92 · see citing works
The Speed of Recognition of Personally Familiar Faces
Ramon, M., Caharel, S., & Rossion, B. (2011) · Perception · doi:10.1068/p6794 · Cited by 93 · see citing works
Faces in the cloud: Fourier power spectrum biases ultrarapid face detection
Honey, C., Kirchner, H., & Rufin Vanrullen, A. (2008) · Journal of Vision · doi:10.1167/8.12.9 · Cited by 93 · see citing works
Ales, J. M., Farzin, F., Rossion, B., & Norcia, A. M. (2012) · Journal of Vision · doi:10.1167/12.10.18 · Cited by 86 · see citing works
At 120 msec You Can Spot the Animal but You Don't Yet Know It's a Dog
Wu, C., Crouzet, S. M., Thorpe, S. J., & Fabre‐Thorpe, M. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00701 · Cited by 87 · see citing works
Self-citationAnimal Detection Precedes Access to Scene Category
Crouzet, S. M., Joubert, O. R., Thorpe, S. J., & Fabre‐Thorpe, M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0051471 · Cited by 86 · see citing works
Self-citationPoggio, T., & Serre, T. (2006) · DSpace@MIT (Massachusetts Institute of Technology) · Cited by 85 · see citing works
Jacques, C., Retter, T. L., & Rossion, B. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.04.045 · Cited by 80 · see citing works
Cultural differences in visual object recognition in 3-year-old children
Kuwabara, M., & Smith, L. B. (2016) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2016.02.006 · Cited by 73 · see citing works
From face processing to face recognition: Comparing three different processing levels
Besson, G., Barragan‐Jason, G., Thorpe, S. J., Fabre‐Thorpe, M., Puma, S., Ceccaldi, M. P., & Barbeau, E. J. (2016) · Cognition · doi:10.1016/j.cognition.2016.10.004 · Cited by 73 · see citing works
Self-citationThe neural speed of familiar face recognition
Barragan‐Jason, G., Cauchoix, M., & Barbeau, E. J. (2015) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2015.06.017 · Cited by 69 · see citing works
Caharel, S., Ramon, M., & Rossion, B. (2013) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00451 · Cited by 68 · see citing works
The wide window of face detection
Hershler, O., Golan, T., Shlomo Bentin, A., & Hochstein, S. (2010) · Journal of Vision · doi:10.1167/10.10.21 · Cited by 67 · see citing works
Prediction of the inter-observer visual congruency (IOVC) and application to image ranking
Meur, O. L., Baccino, T., & Roumy, A. (2011) · ACM Multimedia · doi:10.1145/2072298.2072347 · Cited by 66 · see citing works
The dynamics of categorization: Unraveling rapid categorization.
Mack, M. L., & Palmeri, T. J. (2015) · Journal of Experimental Psychology General · doi:10.1037/a0039184 · Cited by 66 · see citing works
Reaction Times and other Skewed Distributions
Rousselet, G. A., & Wilcox, R. R. (2020) · Meta-Psychology · doi:10.15626/mp.2019.1630 · Cited by 65 · see citing works
Self-citationAll-or-none face categorization in the human brain
Retter, T. L., Jiang, F., Webster, M. A., & Rossion, B. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116685 · Cited by 67 · see citing works
Development of a view-invariant representation of the human head
Gliga, T., & Dehaene‐Lambertz, G. (2006) · Cognition · doi:10.1016/j.cognition.2006.01.004 · Cited by 61 · see citing works
Jiang, F., Dricot, L., Weber, J., Righi, G., Tarr, M. J., Goebel, R., & Rossion, B. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00672.2010 · Cited by 65 · see citing works
Quek, G. L., & Rossion, B. (2017) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.08.010 · Cited by 58 · see citing works
Key visual features for rapid categorization of animals in natural scenes
Arnaud Delorme, A. (2010) · Frontiers in Psychology · doi:10.3389/fpsyg.2010.00021 · Cited by 55 · see citing works
What are the visual features underlying rapid object recognition?
Crouzet, S. M. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00326 · Cited by 53 · see citing works
Hybrid predictive coding: Inferring, fast and slow
Tscshantz, A., Millidge, B., Seth, A. K., & Buckley, C. L. (2023) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1011280 · Cited by 51 · see citing works
Bacon-Macé, N., Kirchner, H., Fabre‐Thorpe, M., & Thorpe, S. J. (2007) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.33.5.1013 · Cited by 49 · see citing works
Self-citationInfants rapidly detect human faces in complex naturalistic visual scenes
Kelly, D. J., Duarte, S., Méary, D., Bindemann, M., & Pascalis, O. (2019) · Developmental Science · doi:10.1111/desc.12829 · Cited by 49 · see citing works
Torralbo, A., Walther, D. B., Chai, B., Caddigan, E., Fei-Fei, L., & Beck, D. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0058594 · Cited by 48 · see citing works
Galli, G., Feurra, M., & Viggiano, M. P. (2006) · Brain Research · doi:10.1016/j.brainres.2006.08.076 · Cited by 48 · see citing works
Object recognition in congruent and incongruent natural scenes: A life-span study
Rémy, F., Saint‐Aubert, L., Bacon-Macé, N., Vayssière, N., Barbeau, E. J., & Fabre‐Thorpe, M. (2013) · Vision Research · doi:10.1016/j.visres.2013.07.006 · Cited by 47 · see citing works
Self-citationAttentional capture by completely task-irrelevant faces
Sato, S., & Kawahara, J. (2014) · Psychological Research · doi:10.1007/s00426-014-0599-8 · Cited by 47 · see citing works
The automaticity of face perception is influenced by familiarity
Yan, X., Young, A. W., & Andrews, T. J. (2017) · Attention Perception & Psychophysics · doi:10.3758/s13414-017-1362-1 · Cited by 43 · see citing works
Processing of natural images is feedforward: A simple behavioral test
Schmidt, T., & Schmidt, F. (2009) · Attention Perception & Psychophysics · doi:10.3758/app.71.3.594 · Cited by 44 · see citing works
Neuronal mechanisms of face perception [Review]
Dekowska, M., Kuniecki, M., & Jaśkowskí, P. (2008) · Acta Neurobiologiae Experimentalis · doi:10.55782/ane-2008-1692 · Cited by 46 · see citing works
The speed of visual recognition memory
Besson, G., Ceccaldi, M. P., Didic, M., & Barbeau, E. J. (2012) · Visual Cognition · doi:10.1080/13506285.2012.724034 · Cited by 41 · see citing works
Fast and Famous: Looking for the Fastest Speed at Which a Face Can be Recognized
Barragan-Jason, G., Besson, G., Ceccaldi, M., & Barbeau, E. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00100 · Cited by 44 · see citing works
Limits of Event-related Potential Differences in Tracking Object Processing Speed
Rousselet, G. A., Macé, M. J. ‐., Thorpe, S. J., & Fabre‐Thorpe, M. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2007.19.8.1241 · Cited by 42 · see citing works
Self-citationDeep learning models fail to capture the configural nature of human shape perception
Baker, N., & Elder, J. H. (2022) · iScience · doi:10.1016/j.isci.2022.104913 · Cited by 42 · see citing works
Taubert, J., Belle, G. V., Vanduffel, W., Rossion, B., & Vogels, R. (2014) · Journal of Neurophysiology · doi:10.1152/jn.00700.2014 · Cited by 40 · see citing works
Fast, but not slow, familiarity is preserved in patients with amnestic mild cognitive impairment
Besson, G., Ceccaldi, M. P., Tramoni, E., Félician, O., Didic, M., & Barbeau, E. J. (2014) · Cortex · doi:10.1016/j.cortex.2014.10.020 · Cited by 39 · see citing works
Peykarjou, S., Hoehl, S., Pauen, S., & Rossion, B. (2017) · Scientific Reports · doi:10.1038/s41598-017-12760-2 · Cited by 38 · see citing works
Animals roll around the clock: The rotation invariance of ultrarapid visual processing
Guyonneau, R., Kirchner, H., & Thorpe, S. J. (2006) · Journal of Vision · doi:10.1167/6.10.1 · Cited by 38 · see citing works
Are you for real? Decoding realistic AI-generated faces from neural activity
Moshel, M. L., Robinson, A. K., Carlson, T. A., & Grootswagers, T. (2022) · Vision Research · doi:10.1016/j.visres.2022.108079 · Cited by 37 · see citing works
Face perception is tuned to horizontal orientation in the N170 time window
Jacques, C., Schiltz, C., & Goffaux, V. (2014) · Journal of Vision · doi:10.1167/14.2.5 · Cited by 36 · see citing works
Ultra-coarse, single-glance human face detection in a dynamic visual stream
Quek, G. L., Liu‐Shuang, J., Goffaux, V., & Rossion, B. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.04.034 · Cited by 34 · see citing works
Processing emotional stimuli: Comparison of saccadic and manual choice-reaction times
Bannerman, R. L., Milders, M. M., & Sahraie, A. (2008) · Cognition & Emotion · doi:10.1080/02699930802243303 · Cited by 35 · see citing works
The influence of scene and object orientation on the scene consistency effect
Lauer, T., Willenbockel, V., Maffongelli, L., & Võ, M. L. ‐. (2020) · Behavioural Brain Research · doi:10.1016/j.bbr.2020.112812 · Cited by 33 · see citing works
How fast is famous face recognition?
Barragan‐Jason, G. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00454 · Cited by 33 · see citing works
Reaction times and other skewed distributions: problems with the mean and the medianPreprint
Rousselet, G. A., & Wilcox, R. R. (2019) · doi:10.31234/osf.io/3y54r · Cited by 37 · see citing works
Self-citationAdaptation to statistical properties of visual scenes biases rapid categorization
Kaping, D., Tzvetanov, T., & Treue, S. (2006) · Visual Cognition · doi:10.1080/13506280600856660 · Cited by 33 · see citing works
Faster, stronger, lateralized: Low spatial frequency information supports face processing
Awasthi, B., Friedman, J., & Williams, M. (2011) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2011.08.027 · Cited by 32 · see citing works
Quek, G. L., Nemrodov, D., Rossion, B., & Liu‐Shuang, J. (2017) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01220 · Cited by 31 · see citing works
Configural Face Processing: A Meta-Analytic Survey
Bruyer, R. (2011) · Perception · doi:10.1068/p6928 · Cited by 30 · see citing works
Face Processing in Attention Deficit/Hyperactivity Disorder
Dickstein, D. P., & Castellanos, F. X. (2011) · Current topics in behavioral neurosciences · doi:10.1007/7854_2011_157 · Cited by 29 · see citing works
The Time Course of Perceptual Grouping in Natural Scenes
Korjoukov, I., Jeurissen, D., Kloosterman, N. A., Verhoeven, J. E., Scholte, H. S., & Roelfsema, P. R. (2012) · Psychological Science · doi:10.1177/0956797612443832 · Cited by 28 · see citing works
Dissociating object familiarity from linguistic properties in mirror word reading
Proverbio, A. M., Wiedemann, F., Adorni, R., Rossi, V., Zotto, M. D., & Zani, A. (2007) · Behavioral and Brain Functions · doi:10.1186/1744-9081-3-43 · Cited by 29 · see citing works
Intrusive effects of task-irrelevant information on visual selective attention: semantics and size
Shomstein, S., Malcolm, G. L., & Nah, J. C. (2019) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2019.02.008 · Cited by 27 · see citing works
Short-term consolidation of individual identities leads to Lag-1 sparing.
Dell’Acqua, R., Jolicœur, P., Pascali, A., & Pluchino, P. (2007) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.33.3.593 · Cited by 27 · see citing works
Spatiotemporal analyses of the N170 for human faces, animal faces and objects in natural scenes
Rousselet, G. A., Macé, M. J. ‐., & Fabre‐Thorpe, M. (2004) · Neuroreport · doi:10.1097/00001756-200412030-00009 · Cited by 24 · see citing works
Self-citation
- Authors
- Rousselet, G. A., Macé, M. J.-M., & Fabre-Thorpe, M.
- Affiliations
- Centre National de la Recherche Scientifique (FR)
- Corresponding author
- Rousselet, Guillaume A.
- Macé, Marc J.-M.
- Venue
- Journal of Vision
- Published
- 2003-07-31
- Volume
- 3
- Issue
- 6
- Pages
- 5
- ISSN
- 1534-7362 (ISSN-L)
- OpenAlex
- W2170599782
- Cited by
- 215
- References
- 54
- Citations by year
- 2026: 6 · 2025: 4 · 2024: 5 · 2023: 5 · 2022: 8 · 2021: 5 · 2020: 7 · 2019: 15 · 2018: 5 · 2017: 9 · 2016: 10 · 2015: 11 · 2014: 13 · 2013: 11 · 2012: 14
- FWCI
- 3.36
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Vision (publishedVersion, cc-by)
- PubMed (publishedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (submittedVersion)
- Funders
- Centre National de la Recherche Scientifique
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Face recognition and analysis
- Keywords
- face perception, object classification, natural images, animal faces, ventral stream, rapid visual processing, mental rotation
- MeSH terms
- Adult, Animals, Cognition, Face, Female, Form Perception, Generalization, Stimulus, Humans, Male, Memory, Middle Aged, Orientation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review