The DOI matches its Crossref record; 54 of the 54 references it cites were found in a registry or an index.
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.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
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?
In the citing paper
“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]
In the citing paper
“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]
Citations
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
Electrophysiological Studies of Face Perception in Humans
Bentin, S., Allison, T., Puce, A., Perez, E., & McCarthy, G. (1996) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1996.8.6.551 · Cited by 3,181
Yin, R. K. (1969) · Journal of Experimental Psychology · doi:10.1037/h0027474 · Cited by 2,624
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×
“…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
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
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
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
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
Domain specificity in face perception
Kanwisher, N. (2000) · Nature Neuroscience · doi:10.1038/77664 · Cited by 968
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
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
The Time Course of Visual Processing: From Early Perception to Decision-Making
VanRullen, R., & Thorpe, S. J. (2001) · Journal of Cognitive Neuroscience · doi:10.1162/08989290152001880 · Cited by 738
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
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
Riesenhuber, M., & Poggio, T. (2000) · Nature Neuroscience · doi:10.1038/81479 · Cited by 670
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
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
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
Itier, R. J., & Taylor, M. J. (2002) · NeuroImage · doi:10.1006/nimg.2001.0982 · Cited by 562
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 540
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
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 400
Neural mechanisms of object recognition
Riesenhuber, M., & Poggio, T. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00304-5 · Cited by 376
Domain specificity versus expertise: factors influencing distinct processing of faces
Carmel, D. (2002) · Cognition · doi:10.1016/s0010-0277(01)00162-7 · Cited by 366
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
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
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
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
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
Self-citationSeeking Categories in the Brain
Thorpe, S. J., & Fabre-Thorpe, M. (2001) · Science · doi:10.1126/science.1058249 · Cited by 300
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
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
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
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
Evoked Potential Studies of Face and Object Processing
Jeffreys, D. A. (1996) · Visual Cognition · doi:10.1080/713756729 · Cited by 224
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
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
McElree, B., & Carrasco, M. (1999) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.25.6.1517 · Cited by 194
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
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
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
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
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
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
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 93
Ashbridge, E., Perrett, D. I., Oram, M. W., & Jellema, T. (2000) · Cognitive Neuropsychology · doi:10.1080/026432900380463 · Cited by 71
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
ERPs and chronometry of face recognition
Debruille, J. B., Guillem, F., & Renault, B. (1998) · Neuroreport · doi:10.1097/00001756-199810260-00002 · Cited by 57
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
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
Perrett, D. I., Oram, M. W., & Ashbridge, E. (1999) · The MIT Press eBooks · doi:10.7551/mitpress/5089.003.0005 · Cited by 38
Category Effects on the Processing of Plane-Rotated Objects
Vannucci, M., & Viggiano, M. P. (2000) · Perception · doi:10.1068/p3003 · Cited by 26
Speed of face recognition in humans
Yamamoto, S., & Kashikura, K. (1999) · Neuroreport · doi:10.1097/00001756-199911260-00013 · Cited by 22
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
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 689
Rossion, B., & Jacques, C. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.10.011 · Cited by 582
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 525
Langton, S., Law, A. S., Burton, A. M., & Schweinberger, S. R. (2007) · Cognition · doi:10.1016/j.cognition.2007.07.012 · Cited by 349
Metadata
- 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