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Understanding the recognition of facial identity and facial expression
Abstract
Faces convey a wealth of social signals. A dominant view in face-perception research has been that the recognition of facial identity and facial expression involves separable visual pathways at the functional and neural levels, and data from experimental, neuropsychological, functional imaging and cell-recording studies are commonly interpreted within this framework. However, the existing evidence supports this model less strongly than is often assumed. Alongside this two-pathway framework, other possible models of facial identity and expression recognition, including one that has emerged from principal component analysis techniques, should be considered.
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“both the AI and ACC are involved in processing one’s own emotions (Craig, 2009; Phillips, Drevets, et al., 2003), and activated during processing of others’ emotions (Calder and Young, 2005; Deng et al., 2013; Wicker et al., 2003; Zaki et al., 2012).”
From Atypical interoception as a common risk factor for psychopathology: A review (2021) · cites this paper as Calder and Young, 2005
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“Is multimodal analysis involved? The co-occurrence of impairments in the recognition of facial and vocal expression is not restricted to cases that show disproportionate impairments for one emotion; in fact, the relationship is if anything more striking in patients who have general problems in recognizing facial expre…”
BackgroundNeuropsychology of fear and loathing
Calder, A. J., Lawrence, A. D., & Young, A. W. (2001) · Nature reviews. Neuroscience · doi:10.1038/35072584 · Cited by 927
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“Models of face processing propose that the human STS is a core node of a distributed face network (Adolphs, 2002; Calder & Young, 2005; Haxby et al., 2000).”
Familiar Voices Are More Intelligible, Even if They Are Not Recognized as Familiar
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“In the face-recognition literature, a distinction has been drawn between identity and expression processing (for a review, see Calder & Young, 2005).”
BackgroundRayson, H., Bonaiuto, J. J., Ferrari, P. F., & Murray, L. (2017) · Scientific Reports · doi:10.1038/s41598-017-12097-w · Cited by 87
“The ANOVA revealed a significant main effect of electrode cluster [F(1, 16) = 16.”
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“Others have challenged this idea that the processing of expression and identity can be fully dissociated in the face network at the cognitive level and at the neural implementation level (e.g., Calder & Young, 2005).”
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Riby, D. M., Doherty‐Sneddon, G., & Bruce, V. (2008) · Journal of Neuropsychology · doi:10.1348/174866407x255690 · Cited by 61
“Certainly the Bruce and Young model has dominated our understanding of the architecture of face perception and where challenges have been made none have offered a widely accepted alternative (Calder & Young, 2005).”
BackgroundHöfling, T. T. A., Gerdes, A. B. M., Föhl, U., & Alpers, G. W. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01388 · Cited by 96
“In accordance with neuro-computational models human face processing (Dailey et al., 2002; Calder and Young, 2005), FR detects facial configurations in the following steps (Van Kuilenburg et al., 2005, 2008): (1) The C ascade classifier algorithm finds the position of the face (Viola and Jones, 2004).”
MethodCoad, B. M., Postans, M., Hodgetts, C. J., Muhlert, N., Graham, K. S., & Lawrence, A. D. (2017) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.11.006 · Cited by 75
“Our findings are thus perhaps most consistent with accounts positing a partial or graded, rather than absolute, segregation of facial identity and expression processing in the brain (Calder and Young, 2005; Dahl et al., 2016), with processing in more anterior brain regions weighted towards ex-”
BackgroundResultFisher, K., Towler, J., & Eimer, M. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2015.11.011 · Cited by 63
“…of neuropsychological and neuroimaging evidence in support of separate visual processing streams for facial identity and facial expression, Calder and Young (2005) argue that the cognitive and neural mechanisms involved in the perceptual analysis of facial identity and expression show…”
InfluentialBrain mechanisms for processing perceived emotional vocalizations in humans
Scott, S. K., Sauter, D. A., & McGettigan, C. (2010) · Handbook of behavioral neuroscience · doi:10.1016/b978-0-12-374593-4.00019-x · Cited by 64
“It has been suggested that, in face processing, visual speech is processed very distinctly from visual identity and emotional expression information, which are seen to share many properties at perceptual levels (Calder and Young, 2005).”
Neta, M., & Whalen, P. J. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.02.051 · Cited by 57
“More recently, WM tasks have been used to identify separable neuroanatomical networks for changeable (e.g., expression) vs. invariant (e.g., identity) facial features consistent with previous theories and data (e.g., Haxby et al., 2000; Calder and Young, 2005).”
BackgroundMethodInfluentialImpact of familiarity upon children's developing facial expression recognition
Herba, C. M., Benson, P., Landau, S., Russell, T. A., Goodwin, C., Lemche, E., Santosh, P., & Phillips, M. (2008) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2007.01835.x · Cited by 57
“Changeable cues, such as facial expressions, require monitoring throughout social interactions ( Calder & Young, 2005 ).”
BackgroundSchindler, S., Bruchmann, M., Bublatzky, F., & Straube, T. (2019) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsz027 · Cited by 61
Fast periodic stimulation (FPS): a highly effective approach in fMRI brain mapping
Gao, X., Gentile, F., & Rossion, B. (2018) · Brain Structure and Function · doi:10.1007/s00429-018-1630-4 · Cited by 74
“The principles of FPS-fMRI validated here with a functional face localizer could be applied straightforwardly to refine our knowledge of the functions of these regions with respect to face identity and facial expression processing for instance (Calder and Young 2005; Haxby et al. 2000; Duchaine and Yovel 2015), to map…”
BackgroundCuve, H. C., Gao, Y., & Fuse, A. (2018) · Research in Autism · doi:10.1016/j.rasd.2018.07.002 · Cited by 68
Cognitive Tomography Reveals Complex, Task-Independent Mental Representations
Houlsby, N., Huszár, F., Ghassemi, M. M., Orbán, G., Wolpert, D. M., & Lengyel, M. (2013) · Current Biology · doi:10.1016/j.cub.2013.09.012 · Cited by 56
The face-sensitive N170 encodes social category information
Freeman, J., Ambady, N., & Holcomb, P. (2010) · NeuroReport · doi:10.1097/wnr.0b013e3283320d54 · Cited by 60
“In this system, the dissociation between codes emerges not from separate neural modules [2], but rather from statistical regularities inherent in the visual input itself, which are processed in parallel [11].”
BackgroundColden, A., Bruder, M., & Manstead, A. S. R. (2008) · Motivation and Emotion · doi:10.1007/s11031-008-9107-z · Cited by 54
Opioidergic Regulation of Emotional Arousal: A Combined PET–fMRI Study
Karjalainen, T., Seppälä, K., Glerean, E., Karlsson, H. K., Lahnakoski, J. M., Nuutila, P., Jääskeläinen, I. P., Hari, R., Sams, M. E., & Nummenmaa, L. (2018) · Cerebral Cortex · doi:10.1093/cercor/bhy281 · Cited by 46
Neural and Behavioral Evidence for Infants' Sensitivity to the Trustworthiness of Faces
Jessen, S., & Großmann, T. (2016) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00999 · Cited by 66
“Human faces provide a wealth of socially relevant information regarding a person’s gender, age, and race (Jack & Schyns, 2015; Calder & Young, 2005).”
BackgroundImpaired recognition of emotional facial expressions in patients with multiple sclerosis
Berneiser, J., Wendt, J., Grothe, M., Kessler, C., Hamm, A. O., & Dressel, A. (2014) · Multiple Sclerosis and Related Disorders · doi:10.1016/j.msard.2014.02.001 · Cited by 55
Are patients with schizophrenia impaired in processing non-emotional features of human faces?
Darke, H., Peterman, J., Park, S., Sundram, S., & Carter, O. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00529 · Cited by 59
Dissimilar processing of emotional facial expressions in human and monkey temporal cortex
Zhu, Q., Nelissen, K., den Stock, J. V., Winter, F. D., Pauwels, K., de Gelder, B., Vanduffel, W., & Vandenbulcke, M. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.10.083 · Cited by 70
“…is growing evidence for an important role of the human STS in the perception of facial emotional expressions (Adolphs, 2002; Allison et al., 2000; Calder and Young, 2005; Engell and Haxby, 2007; Furl et al., 2007; Haxby et al., 2002; Kret et al., 2011; LaBar et al., 2003; Narumoto et al., 2001;…”
Li, J., Liu, J., Liang, J., Zhang, H., Zhao, J., Rieth, C. A., Huber, D. E., Li, W., Shi, G., Ai, L., et al. (2010) · Brain Research · doi:10.1016/j.brainres.2010.04.044 · Cited by 55
“These results are consistent with the suggestion that the OFA plays a critical early role in the analysis of faces by detecting face features to construct an initial representation of a face image (Calder and Young, 2005; Haxby et al., 2000; Pitcher et al., 2007).”
Bublatzky, F., Kavcıoğlu, F. C., Guerra, P., Doll, S., & Junghöfer, M. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116814 · Cited by 58
Jacques, C., Jonas, J., Maillard, L., Colnat-Coulbois, S., Koessler, L., & Rossion, B. (2018) · Human Brain Mapping · doi:10.1002/hbm.24455 · Cited by 58
Richoz, A.-R., Jack, R. E., Garrod, O., Schyns, P. G., & Caldara, R. (2014) · Cortex · doi:10.1016/j.cortex.2014.11.015 · Cited by 61
“…sulcus (pSTS) and the amygdala (for a review see, Calder & Young, 2005; Pessoa, 2008). ever, some authors have questioned the idea of independence between those systems, by mainly relying on results from computational modelling and neuroimaging evidence (Calder, 2011; Calder & Young, 2005 ).”
InfluentialIn search of the chemical basis for MHC odourtypes
Kwak, J., Willse, A., Preti, G., Yamazaki, K., & Beauchamp, G. (2010) · Proceedings of the Royal Society of London. Biological Sciences · doi:10.1098/rspb.2010.0162 · Cited by 58
An Integrated Neural Framework for Dynamic and Static Face Processing
Bernstein, M., Erez, Y., Blank, I., & Yovel, G. (2018) · Scientific Reports · doi:10.1038/s41598-018-25405-9 · Cited by 57
Normal facial age and gender perception in developmental prosopagnosia
Chatterjee, G., & Nakayama, K. (2012) · Cognitive Neuropsychology · doi:10.1080/02643294.2012.756809 · Cited by 57
“…gleaned from faces are processed by the same cognitive mechanism (single route) or by multiple cognitive mechanisms (parallel routes) is an enduring question (Bruce & Young, 1986; Burton, Bruce, & Johnston, 1990; Calder & Young, 2005; Ganel & Goshen-Gottstein, 2002; Goshen-Gottstein & Ganel, 2000).”
BackgroundMethodInfluentialSeeing Emotion with Your Ears: Emotional Prosody Implicitly Guides Visual Attention to Faces
Rigoulot, S., & Pell, M. D. (2012) · PLoS ONE · doi:10.1371/journal.pone.0030740 · Cited by 63
“The processing of facial expressions has been more widely studied than prosody (see [46–48] for reviews).”
BackgroundRapid communication: Global–local processing affects recognition of distractor emotional faces
Srinivasan, N., & Gupta, R. (2011) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2011.552981 · Cited by 57
“While it has been argued that recognizing a face is a separable process from recognizing facial expressions (Calder & Young, 2005 ), other studies have shown that emotional information can affect the identification of faces and other stimuli (Buchanan & Adolphs, 2003 ; Gupta & Srinivasan, 2009 ).”
Individual differences and the multidimensional nature of face perception
White, D., & Burton, A. M. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-022-00041-3 · Cited by 74
Lee, J., Lee, S., Chun, J., Cho, H., Kim, D., & Jung, Y. (2015) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2015.0231 · Cited by 53
“Previous studies suggest that the fusiform gyrus plays a crucial role in facial recognition, especially invariant aspects of faces.(32,33) Compared with the healthy control group, the activation in the fusiform gyrus indicates the failure of the Internet gaming group to ignore the emotional interfering angry faces dur…”
Perceptual grouping, not emotion, accounts for search asymmetries with schematic faces.
Becker, S. I., Horstmann, G., & Remington, R. (2011) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/a0024665 · Cited by 56
Senkowski, D., Kautz, J., Hauck, M., Zimmermann, R., & Engel, A. K. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.6002-10.2011 · Cited by 59
“The finding that emotional facial expressions lead to enhanced pain ratings independent of their valence may be linked to the important role of facial expression processing in the human brain, which involves a widespread network of cortical and subcortical structures (Adolphs, 2002; Calder and Young, 2005).”
BackgroundCampbell, J. I. D., & Burke, D. (2009) · Vision Research · doi:10.1016/j.visres.2009.03.009 · Cited by 56
“On the other hand, the notion that facial expression information is coded completely free from identity-based visual information has been met with some criticism (Calder & Young, 2005; Ganel & Goshen-Gottstein, 2004).”
BackgroundThe role of movement kinematics in facial emotion expression production and recognition.
Sowden, S., Schuster, B. A., Keating, C. T., Fraser, D. S., & Cook, J. L. (2021) · Emotion · doi:10.1037/emo0000835 · Cited by 68
“…may be adding noise to the literature is that studies where face kinematics have been manipulated often employ stimuli where features such as identity, gender, age and other observable demographic information can provide additional cues about the underlying emotional state (Calder & Young, 2005).”
BackgroundSingle-trial ERP analysis reveals facial expression category in a three-stage scheme
Zhang, D., Luo, W., & Luo, Y. (2013) · Brain Research · doi:10.1016/j.brainres.2013.03.044 · Cited by 50
Boll, S., Gamer, M., Kalisch, R., & Büchel, C. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.02.021 · Cited by 51
“The recognition of facial expressions and their direction of gaze is a prerequisite for social behavior of both human and nonhuman primates (Adolphs, 2001; Haxby et al., 2002; Calder and Young, 2005; Hadjikhani et al., 2008) and a large prior literature has implicated the amygdala as a key component into the processin…”
BackgroundFacial emotion processing in schizophrenia: a non-specific neuropsychological deficit?
Pomarol-Clotet, E., Hynes, F., Ashwin, C., Bullmore, E., Mckenna, P., & Laws, K. (2009) · Psychological Medicine · doi:10.1017/s0033291709991309 · Cited by 55
“…such as judgement of age (Ellis & Young, 1988) ; or alternatively facial expression and facial identity information is extracted differentially from a common representational system, resulting in a relative rather than an absolute dissociation between these two facial cues (Calder & Young, 2005).”
BackgroundThe role of color in human face detection
Bindemann, M., & Burton, A. M. (2009) · Cognitive Science · doi:10.1111/j.1551-6709.2009.01035.x · Cited by 43
“This is remarkable in that face detection is a prerequisite to any further processing, such as identification or expression analysis, which are tasks that have received a great deal of attention by psychologists (see e.g., Burton, Jenkins, Hancock, & White, 2005; Calder & Young, 2005).”
Symmetrical interaction of sex and expression in face classification tasks
Aguado, L., García-Gutiérrez, A., & Serrano-Pedraza, I. (2009) · Attention, perception & psychophysics · doi:10.3758/app.71.1.9 · Cited by 55
“Our results, thus, seem more consistent with recent proposals that have questioned the validity of the traditional approach to face recognition, in terms of independent visual pathways for processing different properties of faces (see, e.g., Calder & Young, 2005; Ganel & Goshen-Gottstein, 2002).”
BackgroundResultInfluentialThe N170 is sensitive to long-term (personal) familiarity of a face identity.
Caharel, S., & Rossion, B. (2021) · Neuroscience · doi:10.1016/j.neuroscience.2020.12.036 · Cited by 54
“The N170 is Sensitive to Long-term (Personal) Familia models of human face recognition (Bruce and Young, 1986; Calder and Young, 2005; Young and Bruce, 2011).”
BackgroundLawrence, K., Bernstein, D., Pearson, R. M., Mandy, W., Campbell, R., & Skuse, D. (2008) · Journal of Neuropsychology · doi:10.1348/174866407x231074 · Cited by 67
Emotion Recognition in Blended Facial Expressions in Women with Anorexia Nervosa.
Dapelo, M. M., Surguladze, S., Morris, R., & Tchanturia, K. (2016) · European eating disorders review · doi:10.1002/erv.2403 · Cited by 54
“…among the experience of anger, disgust, and rejection in AN might generalise to the process of recognising these emotions in others, as there is evidence that the same brain regions implicated in experiencing emotions are involved in interpreting emotion from facial signals (Calder & Young, 2005).”
BackgroundEmotion recognition ability: Evidence for a supramodal factor and its links to social cognition.
Connolly, H. L., Lefevre, C., Young, A., & Lewis, G. J. (2020) · Cognition · doi:10.1016/j.cognition.2019.104166 · Cited by 52
Self-citationSTCAM: Spatial-Temporal and Channel Attention Module for Dynamic Facial Expression Recognition
Chen, W., Zhang, D., Li, M., & Lee, D.-J. (2020) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2020.3027340 · Cited by 55
“Some research have shown that human can recognize facial expression through the dynamics of facial proression from the neutral face to the expressive face [7], [8].”
BackgroundBruchmann, M., Schindler, S., & Straube, T. (2020) · Psychophysiology · doi:10.1111/psyp.13597 · Cited by 51
Too bad: Bias for angry faces in social anxiety interferes with identity processing
Hagemann, J., Straube, T., & Schulz, C. (2016) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2016.02.005 · Cited by 54
“…convey a lot of information not only on identity and other stable aspects of a person, but also on the emotional state and attentional focus, and therefore can be regarded as highly important for everyday interactions (Calder and Young, 2005; Leopold and Rhodes, 2010; Tsao and Livingstone, 2008).”
BackgroundFunctional architecture of visual emotion recognition ability: A latent variable approach.
Lewis, G. J., Lefevre, C. E., & Young, A. W. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000160 · Cited by 57
“…specified distinct face and body latent factors but allowed an additional supramodal latent factor, in line with research demonstrating that processes underlying emotion recognition are closely integrated across communicative modalities (Calder & Young, 2005; de Gelder, 2006; Peelen et al., 2010).”
BackgroundInfluentialSelf-citationInvestigating face-property specific processing in the right OFA
Kadosh, K. C., Walsh, V., & Kadosh, R. (2010) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsq015 · Cited by 51
“…some evidence is available that prosopagnosic participants have similar difficulties in processing emotional expressions (Humphreys et al., 2006, see also Calder and Young, 2005 for a review), although not all prosopagnosics show impaired emotional expression processing (Le Grand et al., 2006).”
BackgroundThe influence of positive and negative facial expressions on face familiarity
Lander, K., & Metcalfe, S. (2007) · Memory · doi:10.1080/09658210601108732 · Cited by 51
“Such findings are supported by numerous studies of patients reporting disturbances of facial expression analysis occurring alongside the spared ability to accurately recognise familiar faces (Hornak, Rolls, & Wade, 1996 ; Parry et al, 1991 ), and vice versa (Bruyer et al, 1983 ; Tranel, Damasio, & Damasio, 1988 – but…”
BackgroundInfluentialAn Adult Developmental Approach to Perceived Facial Attractiveness and Distinctiveness
Ebner, N. C., Luedicke, J., Voelkle, M. C., Riediger, M., Lin, T., & Lindenberger, U. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00561 · Cited by 76
Facial emotion perception in patients with epilepsy: A systematic review with meta-analysis
Edwards, M., Stewart, E. M., Palermo, R., & Lah, S. S. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.10.013 · Cited by 49
“Instead, evidence was more consistent with a psychological constructionist approach (Barrett and Bliss-Moreau, 2009; Calder and Young, 2005; Haxby et al., 2000), where a network of interacting regions involved in both emotional and non-emotional stimuli, are activated during facial emotion…”
BackgroundComparing visual representations across human fMRI and computational vision
Leeds, D., Seibert, D., Pyles, J. A., & Tarr, M. J. (2013) · Journal of Vision · doi:10.1167/13.13.25 · Cited by 30
“…the featural dimensions of human face representation, can be defined using principal component analysis (PCA) on face images or using parameterized models that are generative for constructing what appear to be realistic new face stimuli (Calder & Young, 2005; Freiwald, Tsao, & Livingstone, 2009).”
MethodSantana, S., Alfaro, J. L., Noonan, A. P., & Alfaro, M. (2013) · Nature Communications · doi:10.1038/ncomms3765 · Cited by 50
Main, J. C., Jones, B. C., DeBruine, L. M., & Little, A. C. (2009) · Perception · doi:10.1068/p6347 · Cited by 48
“…are a specific prediction of recent models of face processing that have emphasised interactions between different cues when processing faces (eg Calder and Young 2005; Haxby et al 2000), and problematic for alternative models in which functionally distinct facial characteristics are thought to…”
BackgroundReexamining the Neural Network Involved in Perception of Facial Expression: A Meta-analysis.
Liu, M.-T., Liu, C.-H., Zheng, S., Zhao, K., & Fu, X.-L. (2021) · Neuroscience and Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.09.024 · Cited by 49
Hutchings, R., Palermo, R., Piguet, O., & Kumfor, F. (2017) · Neuropsychology Review · doi:10.1007/s11065-016-9340-2 · Cited by 49
The structure of distractor-response bindings: Conditions for configural and elemental integration.
Moeller, B., Frings, C., & Pfister, R. (2016) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/xhp0000158 · Cited by 49
False recognition of facial expressions of emotion: causes and implications.
Fernández-Dols, J., Carrera, P., Barchard, K., & Gacitua, M. (2008) · Emotion · doi:10.1037/a0012724 · Cited by 49
Facial Expression Recognition via a CBAM Embedded Network
Cao, W., Feng, Z., Zhang, D., & Huang, Y. (2020) · Procedia Computer Science · doi:10.1016/j.procs.2020.06.115 · Cited by 52
The Cambridge Handbook of Human Affective Neuroscience
Armony, J. L., & Vuilleumier, P. O. (2013) · Cambridge University Press eBooks · doi:10.1017/cbo9780511843716 · Cited by 242
Rhodes, G., Pond, S., Burton, N., Kloth, N., Jeffery, L., Bell, J., Ewing, L., Calder, A., & Palermo, R. (2015) · Cognition · doi:10.1016/j.cognition.2015.05.012 · Cited by 48
“However, others have challenged the idea of independent pathways, noting that dissociations between deficits need not arise at a perceptual level and that the selectivity of neurons and neural areas for these attributes is far from complete (for reviews see Calder, 2011; Calder & Young, 2005).”
Self-citationPrefrontal Neuronal Responses during Audiovisual Mnemonic Processing
Hwang, J., & Romanski, L. M. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.1328-14.2015 · Cited by 55
“Moreover, even human subjects fare better at face recognition than voice recognition in many situations (Colavita, 1974; Hanley et al., 1998; Joassin et al., 2004; Calder and Young, 2005; Sinnett et al., 2007).”
BackgroundPredictive codes of familiarity and context during the perceptual learning of facial identities
Apps, M., & Tsakiris, M. (2013) · Nature Communications · doi:10.1038/ncomms3698 · Cited by 48
Judgments of facial expressions of emotion in profile.
Matsumoto, D., & Hwang, H. (2011) · Emotion · doi:10.1037/a0024356 · Cited by 48
Schwaninger, A., Wallraven, C., Cunningham, D. W., & Chiller-Glaus, S. D. (2006) · Progress in brain research · doi:10.1016/s0079-6123(06)56018-2 · Cited by 56
“Calder and Young (2005) share a similar view.”
BackgroundMiller, E. J., Foo, Y. Z., Mewton, P., & Dawel, A. (2023) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2023.100283 · Cited by 48
Meinhardt‐Injac, B., Daum, M. M., Meinhardt, G., & Persike, M. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00025 · Cited by 59
“, 2014), other studies provide evidence that these processes are at least partly overlapping (Calder and Young, 2005; Fisher et al., 2016).”
BackgroundTowler, J. R., & Martin Eimer, A. (2012) · Cognitive Neuropsychology · doi:10.1080/02643294.2012.716757 · Cited by 38
“More recent advances have come from mappings from cognitive/functional descriptions of the face-processing architecture onto neural systems which implement these functions (Calder & Young, 2005; Haxby, Hoffman, & Gobbini, 2000).”
BackgroundModulation of Perception and Brain Activity by Predictable Trajectories of Facial Expressions
Nicholas Furl, A., van Rijsbergen, N. J., Kiebel, S. J., Friston, K. J., Treves, A., & Dolan, R. J. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhp140 · Cited by 45
“However, less is known about the neural mechanisms that the STS and associated visual areas employ to derive expression percepts from face dynamics (Calder and Young 2005).”
BackgroundKerestes, R., Labuschagne, I., Croft, R. J., O’Neill, B. V., Bhagwagar, Z., Phan, K. L., & Nathan, P. J. (2008) · Psychopharmacology · doi:10.1007/s00213-008-1340-3 · Cited by 42
“The theoretical basis of these models is largely derived from single-cell recordings in macaques, lesion studies and patient-based research; however, experimental evidence for these models has shown inconsistencies (for review, see Calder and Young 2005 ).”
BackgroundBrain Basis of Psychopathy in Criminal Offenders and General Population
Nummenmaa, L., Lukkarinen, L., Sun, L., Putkinen, V., Seppälä, K., Karjalainen, T., Karlsson, H. K., Hudson, M., Venetjoki, N., Salomaa, M., et al. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab072 · Cited by 60
“Consistent activations were found in the lateral fusiform gyrus centrally involved in facial expression recognition (Calder and Young 2005), as well as posterior polysensory areas of the superior temporal sulci and gyri that integrate multitude of social signals and act as the centralized “hub” of…”
BackgroundVariants of independence in the perception of facial identity and expression.
Fitousi, D., & Wenger, M. (2013) · Journal of Experimental Psychology: Human Perception and Performance · doi:10.1037/a0028001 · Cited by 46
Face aftereffects suggest interdependent processing of expression and sex and of expression and race
Bestelmeyer, P., Jones, B., DeBruine, L., Little, A., & Welling, L. (2010) · Visual Cognition · doi:10.1080/13506280802708024 · Cited by 45
Electrophysiological correlates of improved short-term memory for emotional faces
Langeslag, S. J. E., Morgan, H. M., Jackson, M. C., Linden, D. E. J., & Strien, J. W. V. (2008) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2008.12.024 · Cited by 43
Stimulus arousal drives amygdalar responses to emotional expressions across sensory modalities
Lin, H., Müller-Bardorff, M., Gathmann, B., Brieke, J., Mothes‐Lasch, M., Bruchmann, M., Miltner, W. H. R., & Straube, T. (2020) · Scientific Reports · doi:10.1038/s41598-020-58839-1 · Cited by 49
The processing of invariant and variant face cues in the Garner Paradigm.
Karnadewi, F., & Lipp, O. (2011) · Emotion · doi:10.1037/a0021333 · Cited by 44
Reduced intra-amygdala activity to positively valenced faces in adolescent schizophrenia offspring
Barbour, T. A., Murphy, E. R., Pruitt, P. J., Eickhoff, S. B., Keshavan, M. S., Rajan, U., Zajac‐Benitez, C., & Diwadkar, V. A. (2010) · Schizophrenia Research · doi:10.1016/j.schres.2010.07.023 · Cited by 50
“, 1999), there is no clear evolutionary bases for a left hemispheric specificity for processing affective facial expressions (Calder and Young, 2005).”
BackgroundMultimodal representations of person identity individuated with fMRI
Anzellotti, S., & Caramazza, A. (2016) · bioRxiv · doi:10.1101/090472 · Cited by 43
“The view that pSTS is exclusively involved in processing dynamic aspects of faces is not strongly supported by the empirical evidence (Calder and Young 2005).”
BackgroundNetwork Interactions Explain Sensitivity to Dynamic Faces in the Superior Temporal Sulcus
Nicholas Furl, A., Henson, R. N., Friston, K. J., & Calder, A. J. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhu083 · Cited by 50
Self-citationThompkins, A. M., Ramaiahgari, B., Zhao, S., Gotoor, S. S. R., Waggoner, P., Denney, T., Deshpande, G., & Katz, J. S. (2018) · Learning & Behavior · doi:10.3758/s13420-018-0352-z · Cited by 42
Independence of face identity and expression processing: exploring the role of motion
Lander, K., & Butcher, N. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00255 · Cited by 42
“For example, to resolve the different tasks of identity and expression categorization (using the same stimulus), different face information is needed (e.g., Morrison and Schyns, 2001; Schyns et al., 2002).”
BackgroundInfluentialDzhelyova, M. P., Ellison, A., & Atkinson, A. P. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2011.21604 · Cited by 46
Rett Syndrome: Recognition of Facial Expression and Its Relation to Scanning Patterns
Djukic, A., Rose, S. A., Jankowski, J. J., & Feldman, J. F. (2014) · Pediatric Neurology · doi:10.1016/j.pediatrneurol.2014.07.022 · Cited by 41
Engell, A. D., & McCarthy, G. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00642 · Cited by 41
“These regions have since been promoted as “core nodes” in an extended face processing network (e.g., Haxby et al., 2000; Rossion et al., 2003; Calder and Young, 2005; Ishai, 2008; Pitcher et al., 2011).”
BackgroundTop-down interference and cortical responsiveness in face processing: A TMS-EEG study
Mattavelli, G., Rosanova, M., Casali, A., Papagno, C., & Lauro, L. R. R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.03.020 · Cited by 41
“Nevertheless, most of the neuroimaging studies published so far were focused on the functional selective role of each region separately (Calder and Young, 2005).”
BackgroundJagadeesh, M., & Baranidharan, B. (2022) · Multimedia Systems · doi:10.1007/s00530-022-00957-z · Cited by 40
“To recognise, classify, and categorize the objects contained in the images, all of these detection approaches employ CNN methods like GoogleNet [17], AlexNet [15], and VGG16 [15], among others [18].”
MethodGetting to Know You: Emerging Neural Representations during Face Familiarization
Ambrus, G., Eick, C. M., Kaiser, D., & Kovács, G. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.2466-20.2021 · Cited by 40
“Given these difficulties, it is not surprising that special brain mechanisms have developed for the identification of familiar faces (Haxby et al., 2000; Calder and Young, 2005; Gobbini and Haxby, 2006, 2007; Duchaine and Yovel, 2015; Ramon and Gobbini, 2018; Young and Burton, 2018; Rapcsak, 2019).”
BackgroundZimmermann, F. G. S., Yan, X.-Q., & Rossion, B. (2019) · Royal Society Open Science · doi:10.1098/rsos.181904 · Cited by 40
Relationship between oxytocin receptor genotype and recognition of facial emotion.
Melchers, M., Montag, C., Markett, S. A., & Reuter, M. (2013) · Behavioral Neuroscience · doi:10.1037/a0033748 · Cited by 42
Neural activation to babyfaced men matches activation to babies
Zebrowitz, L. A., Luévano, V. X., Bronstad, P. M., & Aharon, I. (2008) · Social Neuroscience · doi:10.1080/17470910701676236 · Cited by 38
“Much has been learned about face recognition and the perception of changeable facial qualities such as eye gaze, smiling, and other emotional expressions (Bruce & Young, 1986; Calder & Young, 2005; Haxby, Hoffman, & Gobbini, 2002).”
Turning the other cheek: the viewpoint dependence of facial expression after-effects
Benton, C. P., Etchells, P. J., Porter, G., Clark, A. P., Penton‐Voak, I. S., & Nikolov, S. G. (2007) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2007.0473 · Cited by 39
“The concordance between our expression and identity findings hints at a common substrate where identity and expression form part of a common distributed representation (Calder et al. 2001; Calder & Young 2005).”
BackgroundJabbi, M., Kohn, P. D., Nash, T., Ianni, A., Coutlee, C., Holroyd, T., Carver, F. W., Chen, Q., Cropp, B., Kippenhan, J. S., et al. (2015) · Cerebral Cortex · doi:10.1093/cercor/bht427 · Cited by 39
Harris, R. J., Young, A., & Andrews, T. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.04.032 · Cited by 39
“Published by Elsevier Inc a b s t r a c t a r t i c l e i n f o”
BackgroundSelf-citationNeural substrates for episodic encoding and recognition of unfamiliar faces
Hofer, A., Siedentopf, C., Ischebeck, A. K., Rettenbacher, M. A., Verius, M., Golaszewski, S. M., Felber, S. R., & Fleischhacker, W. W. (2007) · Brain and Cognition · doi:10.1016/j.bandc.2006.11.005 · Cited by 40
Pitcher, D., Pilkington, A., Rauth, L., Baker, C. I., Kravitz, D. J., & Ungerleider, L. G. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz125 · Cited by 40
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
Self-citationQuantifying human sensitivity to spatio-temporal information in dynamic faces
Dobs, K., Bülthoff, I., Breidt, M., Vuong, Q. C., Curio, C., & Schultz, J. (2014) · Vision Research · doi:10.1016/j.visres.2014.04.009 · Cited by 40
“Given the importance of motion for facial expressions, we focused on this aspect of face perception but it should be noted that identity and expressions may be processed by different pathways in the brain (Bruce & Young, 1986; Haxby, Hoffman, & Gobbini, 2002; but see also Calder & Young, 2005).”
Background
Metadata
- Authors
- Calder, A. J., & Young, A. W.
- Affiliations
- MRC Cognition and Brain Sciences Unit (GB)
- University of York (GB)
- Corresponding author
- Calder, Andrew J.
- ORCID
- Young, Andrew W.
- Venue
- Nature Reviews Neuroscience
- Published
- 2005-08
- Volume
- 6
- Issue
- 8
- Pages
- 641-651
- ISSN
- 1471-003X (ISSN-L)
- 1471-0048
- OpenAlex
- W2008222302
- Cited by
- 948
- References
- 124
- Citations by year
- 2026: 19 · 2025: 27 · 2024: 33 · 2023: 34 · 2022: 65 · 2021: 41 · 2020: 47 · 2019: 37 · 2018: 53 · 2017: 58 · 2016: 59 · 2015: 60 · 2014: 49 · 2013: 48 · 2012: 56
- FWCI
- 2.70
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature reviews. Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (submittedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Face recognition and analysis
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
- Keywords
- face identification, facial expression recognition, face perception, two-pathway model, functional specialization, social signals
- MeSH terms
- Face, Humans, Pattern Recognition, Visual, Visual Pathways, Recognition, Psychology
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