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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
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Kuhn, L., Wydell, T., Lavan, N., McGettigan, C., & Garrido, L. (2017) · Emotion · doi:10.1037/emo0000282 · Cited by 36
Wang, X., Song, Y., Zhen, Z., & Jia Liu, B. (2016) · Human Brain Mapping · doi:10.1002/hbm.23145 · Cited by 35
“…facial aspects (i.e., facial expression) [Allison et al., 2000; Engell and Haxby, 2007; Haxby et al., 2000], though there is also evidence suggesing relatvie rather than absolute dissociation of identity and expresssion processing [e.g., Calder, 2011; Calder and Young, 2005; Fox et al., 2009].”
BackgroundMethodInfluentialBate, S., & Bennetts, R. J. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00770 · Cited by 39
“While patient-based evidence supporting the independence of facial identity and expression processing was almost entirely discounted by Calder and Young (2005), more recent neuropsychological case studies have provided more convincing evidence supporting the independence hypothesis, particularly…”
BackgroundResultInfluentialSocial Vision: Functional Forecasting and the Integration of Compound Social Cues
Adams, R. B., & Kveraga, K. (2015) · Review of Philosophy and Psychology · doi:10.1007/s13164-015-0256-1 · Cited by 38
“Most cases of prosopagnosia, for example, show some evidence for impaired emotion processing as well (Calder and Young 2005).”
Involvement of Right STS in Audio-Visual Integration for Affective Speech Demonstrated Using MEG
Hagan, C. C., Woods, W., Johnson, S. R., Green, G. G. R., & Young, A. W. (2013) · PLoS ONE · doi:10.1371/journal.pone.0070648 · Cited by 33
“The debate can be seen in that while one well-respected model of face perception suggests that the superior temporal sulcus (STS) processes facial expressions and other transient facial signals [4,5], other researchers [6] note that emotional displays are often audiovisual (AV) by nature and suggest the STS is an inte…”
BackgroundSelf-citationLi, J., Nie, J., Guo, D., Hong, R., & Wang, M. (2024) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2024.3478839 · Cited by 31
“In other words, a facial expression can be roughly decomposed to an expressive component and neutral component [31, 3, 35].”
BackgroundMutual information regularized identity-aware facial expression recognition in compressed video
Liu, X., Jin, L., Han, X., & You, J. (2021) · Pattern Recognition · doi:10.1016/j.patcog.2021.108105 · Cited by 36
“We note that the P frames can also incorporate the relative position of face key points, which are also related to the identity [15, 73].”
BackgroundMian, J., & Mondloch, C. J. (2012) · Journal of Vision · doi:10.1167/12.7.17 · Cited by 15
“Neuropsychological studies using fMRI technology have provided conflicting information about the extent to which identity and facial expression are processed by separate neural substrates (see Haxby, Hoffman, & Gobbini, 2000 and Calder & Young, 2005 for contrasting views).”
Processing orientation and emotion recognition.
Martin, D., Slessor, G., Allen, R., Phillips, L. H., & Darling, S. (2011) · Emotion · doi:10.1037/a0024775 · Cited by 37
“…Gobbini, 2000), behavioural (for a review, see Palermo & Rhodes, 2007) and neuroscience reports (e.g., Vuilleumier et al., 2003) that recognising the identity of a face and discriminating the emotion that it is expressing are quite distinct cognitive operations (although see Calder & Young, 2005).”
Vida, M. D., & Mondloch, C. J. (2009) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2009.06.003 · Cited by 36
On the interplay between familiarity and emotional expression in face perception
Dobel, C., Geiger, L., Bruchmann, M., Putsche, C., Schweinberger, S., & Junghöfer, M. (2008) · Psychological Research · doi:10.1007/s00426-007-0132-4 · Cited by 35
“emphasize the interaction of emotional expression and personal identity and support approaches that propose a relative segregation of these processes, rather than completely independent coding (Calder and Young 2005).”
BackgroundRacial Bias in Customer Service: Evidence from Twitter
Gunarathne, P., Rui, H.-X., & Seidmann, A. (2021) · Information systems research · doi:10.1287/isre.2021.1058 · Cited by 34
Bublatzky, F., Riemer, M., & Guerra, P. M. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02091 · Cited by 89
“Future research might investigate whether invariant facial features, such as identity information or the color of the skin (e.g., structural features; Kaufmann and Schweinberger, 2004; Calder and Young, 2005; Guerra et al., 2012; Golkar and Olsson, 2017), are the more persistent threat or safety cues in person percept…”
BackgroundValence, arousal, and dominance ratings for facial stimuli
Sutton, T. M., Herbert, A. M., & Clark, D. Q. (2019) · Quarterly Journal of Experimental Psychology · doi:10.1177/1747021819829012 · Cited by 40
“It is well established that we use facial expressions as a source of nonverbal communication (e.g., Calder & Young, 2005).”
BackgroundA Multisensory Perspective on Human Auditory Communication
von Kriegstein, K. (2011) · Frontiers in neuroscience · doi:10.1201/b11092-43 · Cited by 24
Exploring expression space: adaptation to orthogonal and anti-expressions.
Cook, R., Matei, M., & Johnston, A. (2011) · Journal of Vision · doi:10.1167/11.4.2 · Cited by 34
“While there might be overlap between the neural substrates mediating identity and expression analysis (Calder & Young, 2005; Ganel, Valyear, Goshen-Gottstein, & Goodale, 2005), there also appears to be a degree of independence.”
BackgroundResultInfluentialThe anterior fusiform gyrus: The ghost in the cortical face machine
Rossion, B., Jacques, C., & Jonas, J. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105535 · Cited by 47
“1 B ), have been defined in the most recent neurofunctional model of human face recognition (Duchaine and Yovel, 2015; for earlier models: Haxby et al., 2000; Calder and Young, 2005; Haxby and Gobbini, 2011).”
InfluentialLochy, A., Schiltz, C., & Rossion, B. (2019) · Developmental Science · doi:10.1111/desc.12914 · Cited by 33
“In humans, face recognition is subtended by an extended cortical network of face-selective regions, divided into a ventral and a relatively more dorsal component (Calder & Young, 2005; Duchaine & Yovel, 2015; Haxby, Hoffman, & Gobbini, 2000).”
BackgroundMeasuring the speed of recognising facially expressed emotions
Hildebrandt, A., Schacht, A., Sommer, W., & Wilhelm, O. (2012) · Cognition & Emotion · doi:10.1080/02699931.2011.602046 · Cited by 33
“Despite extensive research on the recognition of facial identity and facial expression of emotions (see Leeland, 2008 , for an overview), on coding of facial behaviours (Ekman & Rosenberg, 1997 ), and their neuronal foundations (eg, Calder & Young, 2005 ; Haxby, Hoffman, & Gobbini, 2000 ), important questions about fa…”
BackgroundInfluentialCross-emotion facial expression aftereffects.
Pell, P. J., & Richards, A. C. (2011) · Vision Research · doi:10.1016/j.visres.2011.06.017 · Cited by 33
Labuschagne, I., Croft, R. J., Phan, K., & Nathan, P. J. (2008) · Journal of Psychopharmacology · doi:10.1177/0269881108097878 · Cited by 34
“These models are largely based on neuropsychological evidence in normal and brain injured patients, electrophysiological studies in non-human primates and functional imaging studies, although evidence is not as strong as is often assumed (for review, see Calder and Young, 2005).”
BackgroundRapid and automatic discrimination between facial expressions in the human brain
Poncet, F., Baudouin, J., Dzhelyova, M. P., Rossion, B., & Leleu, A. (2019) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2019.03.006 · Cited by 40
“A number of studies have shown that the processing of every facial expression elicits activity in face-selective regions of the inferior occipital gyrus (IOG), lateral fusiform gyrus (LatFG) and posterior superior temporal sulcus (pSTS) (Calder and Young, 2005; Haxby et al., 2000).”
InfluentialRemembering faces with emotional expressions
Liu, C.-H., Chen, W.-F., & Ward, J. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01439 · Cited by 32
“Our study is in agreement with the conclusion that the separate route theory is less well supported (e.g., Calder and Young, 2005; D’Argembeau and Van der Linden, 2007, 2011).”
BackgroundResultInfluentialThe effects of oxytocin on social reward learning in humans
Clark-Elford, R., Nathan, P. J., Bonnie Auyeung, B., Voon, V., Sule, A., Müller-Sedgwick, U., Dudas, R. B., Sahakian, B. J., Phan, K. L., & Baron‐Cohen, S. (2013) · The International Journal of Neuropsychopharmacology · doi:10.1017/s1461145713001120 · Cited by 35
“Furthermore, evidence suggests that emotion cues are processed prior to facial identity, see review (Calder and Young, 2005), therefore oxytocin may bias processing of emotional cues, which could have subsequently impacted negatively on processing of identity.”
BackgroundCommon and specific brain responses to scenic emotional stimuli
Raduà, J., Sarró, S., Vigo, T., Alonso-Lana, S., Bonnín, C. D. M., Ortiz‐Gil, J., Canales-Rodríguez, E. J., Maristany, T., Vieta, E., McKenna, P. J., et al. (2013) · Brain Structure and Function · doi:10.1007/s00429-013-0580-0 · Cited by 29
Parallel processing in face perception.
Martens, U., Leuthold, H., & Schweinberger, S. R. (2010) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/a0017167 · Cited by 27
“Future research should assess more directly the neural mechanisms mediating this type of interactive face processing (cf. Calder & Young, 2005; Haxby et al., 2000).”
BackgroundInfluentialFaces, people and the brain: The 45th Sir Frederic Bartlett Lecture
Young, A. W. (2018) · Quarterly Journal of Experimental Psychology · doi:10.1177/1747021817740275 · Cited by 36
“When Calder and Young (2005) approached the question more than a decade ago in reviewing studies of the relation between recognition of facial identity and facial expression, the underlying principles and extent of any division of labour remained uncertain.”
BackgroundMethodSelf-citationCross-Frequency Power Coupling Between Hierarchically Organized Face-Selective Areas
Nicholas Furl, A., Coppola, R., Averbeck, B. B., & Weinberger, D. R. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht097 · Cited by 28
“Our hypothetical model space was motivated by a dominant theory (Haxby et al. 2000; Calder and Young 2005), which asserts that ventral connections between the occipital face area (OFA) and the fusiform face area (FFA) are specialized for perceiving identity, while dorsal connections between the OFA…”
BackgroundMultimodal emotion perception after anterior temporal lobectomy (ATL)
Milesi, V., Cekic, S., Péron, J., Frühholz, S., Cristinzio, C., Seeck, M., & Grandjean, D. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00275 · Cited by 35
“Another structure whose activity increases when decoding emotional facial information is the amygdala (see, for example, Haxby et al., 2000; Calder and Young, 2005; Phelps and LeDoux, 2005; Adolphs, 2008).”
BackgroundInfluentialIntegration of faces and voices, but not faces and names, in person recognition
O’Mahony, C., & Newell, F. N. (2011) · British Journal of Psychology · doi:10.1111/j.2044-8295.2011.02044.x · Cited by 34
“Most functional models of face perception, such as the IAC model, fail to make a distinction between how faces, voices, and names relate to each other in memory (e.g., Burton et al., 1990; Bruce & Young, 1986; Calder & Young, 2005).”
BackgroundA Smile Enhances 3-Month-Olds' Recognition of an Individual Face.
Turati, C., Montirosso, R., Brenna, V., Ferrara, V., & Borgatti, R. (2011) · Infancy · doi:10.1111/j.1532-7078.2010.00047.x · Cited by 31
Corrivetti, F., Herbet, G., Moritz-Gasser, S., & Duffau, H. (2017) · World Neurosurgery · doi:10.1016/j.wneu.2016.10.025 · Cited by 31
Rossion, B. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108278 · Cited by 50
Flack, T. R., Andrews, T., Hymers, M., Al-Mosaiwi, M., Marsden, S. P., Strachan, J. W. A., Trakulpipat, C., Wang, L., Wu, T., & Young, A. (2015) · Cortex; a journal devoted to the study of the nervous system and behavior · doi:10.1016/j.cortex.2015.03.002 · Cited by 30
“…in the perceptual analysis of facial expressions, and this is borne out by a number of studies that have implicated STS in neural responses to expression (Calder & Young, 2005; Psalta, Young, Thompson & Andrews, 2014) and social perception from visual cues (Allison, Puce & McCarthy, 2000).”
BackgroundSelf-citationThe Background of Reduced Face Specificity of N170 in Congenital Prosopagnosia
Németh, K., Zimmer, M., Schweinberger, S., Vakli, P., & Kovács, G. (2014) · PLoS ONE · doi:10.1371/journal.pone.0101393 · Cited by 30
“[102]) showed that identity and emotion recognition are both accompanied by an enhanced activity of the Fusiform Face Area as well (for a review of unitary face perception models see [103]), but traditional face perception models assume different neural pathways of identity and emotional face processing [45,46,104].”
BackgroundWorking Memory and Facial Expression Recognition in Patients with Parkinson’s Disease
Alonso‐Recio, L., Plasencia, P. M., Loeches, Á., & Serrano, J. M. (2014) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617714000265 · Cited by 30
Cooperation and Conflict in the Light of Kin Recognition Systems
Krupp, D. B., DeBruine, L. M., & Jones, B. C. (2011) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780195396690.013.0020 · Cited by 35
“Inroads have been made in the study of the cognitive and neural architecture underlying individual recognition (e.g., Calder & Young, 2005 ), but the appropriate psychophysical tools have only rarely been applied to kin recognition (e.g., Dal Martello & Maloney, 2006 ).”
BackgroundVisual marking and facial affect: Can an emotional face be ignored?
Blagrove, E., & Watson, D. G. (2010) · Emotion · doi:10.1037/a0017743 · Cited by 27
“…by a body of research that points to its special status within human visual processing (e.g., Ellis, Bruce, & De Schonen, 1992; Kanwisher, McDermott, & Chun, 1997; Tsao & Livingstone, 2008; Vuilleumier & Pourtois, 2007; see Calder & Young, 2005, for a recent review of face processing research).”
Frontolimbic responses to emotional face memory: The neural correlates of first impressions
Satterthwaite, T. D., Wolf, D. H., Gur, R. C., Ruparel, K., Valdez, J. N., Gur, R. E., & Loughead, J. (2009) · Human Brain Mapping · doi:10.1002/hbm.20803 · Cited by 29
“This is consistent with general accounts of recognition memory [Shannon and Buckner, 2004; Wheeler and Buckner, 2003], as well as specific studies of face recognition [Calder and Young, 2005; Ishai and Yago, 2006].”
ResultHodgson, V. J., Ralph, M. A. L., & Jackson, R. L. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac394 · Cited by 32
“…(Bonda et al. 1996; Allison et al. 2000), including bodies, faces, expressions, and mouth and eye movements (Perrett et al. 1992; Bonda et al. 1996; Phillips et al. 1997; Puce et al. 1998; Haxby et al. 2000; Hoffman and Haxby 2000; Beauchamp et al. 2003; Hooker et al. 2003; Calder and Young 2005).”
BackgroundYitzhak, N., Pertzov, Y., Guy, N., & Aviezer, H. (2020) · Emotion · doi:10.1037/emo0000812 · Cited by 31
Yawning Detection Sensitivity and Yawning Contagion
Chan, M. H.-M., & Tseng, C. (2017) · i-Perception · doi:10.1177/2041669517726797 · Cited by 29
“…sulcus, a region known for being involved in facial expression recognition and empathy (see Narumoto, Okada, Sadato, Fukui, & Yonekura, 2001; Calder & Young, 2005, for a review), increased significantly when participants watched yawning videos, but not mouth opening videos, and was…”
BackgroundQuarto, T., Blasi, G., Pallesen, K., Bertolino, A., & Brattico, E. (2014) · PLoS ONE · doi:10.1371/journal.pone.0103278 · Cited by 29
Santana, S. E., Dobson, S. D., & Diogo, R. (2014) · Biology Letters · doi:10.1098/rsbl.2014.0275 · Cited by 35
“At a neural level, although there is some degree of separation between the mechanisms for recognition of identity and expression, these complex tasks involve the concerted action of potentially overlapping functional components [20], which could explain part of this result.”
Background18FDG PET study of amygdalar activity during facial emotion recognition in schizophrenia
Fernández-Egea, E., Parellada, E., Lomeña, F., Falcón, C., Pavı́a, J., Mané, A., Horga, G., & Bernardo, M. (2009) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-009-0020-6 · Cited by 32
“The cortical and subcortical brain areas for emotion recognition have been defined, and include amygdala, hippocampus, insula, anterior cingulated cortex, ventral striatum, fusiform gyrus, and orbitofrontal cortex [4, 7, 30] as well as other areas which may play a minor role.”
BackgroundAberrant Neural Function During Emotion Attribution in Female Subjects With Fragile X Syndrome
Hagan, C. C., Hoeft, F., Mackey, A. P., Mobbs, D., & Reiss, A. L. (2008) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e3181886e92 · Cited by 29
Identity recognition and happy and sad facial expression recall: Influence of depressive symptoms
Jermann, F., der Linden, M. V., & D’Argembeau, A. (2008) · Memory · doi:10.1080/09658210801935413 · Cited by 28
“…expression are probably not processed completely independently (e.g., Ganel & Goshen-Gottstein, 2004; Schweinberger, Burton, & Kelly, 1999), there is nevertheless some separation between the coding of these two types of facial information (Calder & Young, 2005; Ganel & Goshen-Gottstein, 2004).”
Epistemic Elitism and Other Minds
Chudnoff, E. (2016) · Philosophy and Phenomenological Research · doi:10.1111/phpr.12308 · Cited by 81
“…might implement mechanisms for generating impressions of states of seeing or visual attention, and Blakemore 5 For further discussion of the nature of these cues see Etcoff and Magee (1992), Calder et al (1996), Calder et al (2000), Calder et al (2001), Adolphs (2002), and Calder and Young (2005).”
BackgroundFear boosts the early neural coding of faces
Turano, M. T., Lao, J., Richoz, A.-R., de Lissa, P., Degosciu, S. B. A., Viggiano, M. P., & Caldara, R. (2017) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsx110 · Cited by 34
“Whereas facial expression categorization occurs in a separate system that includes the occipital cortex, the right posterior superior temporal sulcus (pSTS), and the amygdala (for a review see, Calder and Young, 2005; Pessoa, 2008).”
The social-sensory interface: category interactions in person perception
Freeman, J. B., Johnson, K. L., Adams, R. B., & Ambady, N. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00081 · Cited by 31
“Calder and Young (2005) proposed a principal component analysis (PCA) framework for face perception, accounting for such interference effects by way of a single multidimensional face-coding system.”
BackgroundSelectivity of Face Aftereffects for Expressions and Anti-Expressions
Juricevic, I., & Webster, M. (2011) · Front. Psychology · doi:10.3389/fpsyg.2012.00004 · Cited by 28
“Moreover, principal components analyses of facial variations point to distinct overlapping sources of variation between different identities or expressions, suggesting that at the visual level, expression, and generic shape are somewhat confounded (Calder and Young, 2005).”
BackgroundFlawless visual short-term memory for facial emotional expressions
Bankó, É. M., Gál, V., & Vidnyánszky, Z. (2009) · Journal of Vision · doi:10.1167/9.1.12 · Cited by 32
Höfling, T. T. A., & Alpers, G. W. (2023) · Frontiers in Neuroscience · doi:10.3389/fnins.2023.1125983 · Cited by 33
“In accordance with neuro-computational models of human face processing (Dailey et al., 2002; Calder and Young, 2005), FR detects facial configurations in the following steps (Van Kuilenburg et al.”
Wang, Y.-M., Fu, X.-L., Johnston, R., & Yan, Z. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00943 · Cited by 27
Nine-year-old children use norm-based coding to visually represent facial expression.
Burton, N. S., Jeffery, L., Skinner, A., Benton, C. P., & Rhodes, G. (2012) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/a0031117 · Cited by 24
The Evolution of Holistic Processing of Faces
Burke, D., & Sulikowski, D. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00011 · Cited by 41
“…Sugase et al., 1999), brain-damage-based identity processing difficulties (prosopagnosia) frequently co-occur with expression processing difficulties (Calder and Young, 2005), and expression aftereffects are partially tuned to facial identity, suggesting overlapping neural processing (Campbell and…”
BackgroundEffects of Spatial Frequency Content on Classification of Face Gender and Expression
Aguado, L., Serrano-Pedraza, I., Rodríguez, S., & Román, F. J. (2010) · The Spanish Journal of Psychology · doi:10.1017/s1138741600002225 · Cited by 27
“…have assumed that expression is processed by specialized systems that can be dissociated from those processing fixed properties of the faces, such as gender and identity, though more recent proposals have argued against a strict dissociation between face processing systems (Calder & Young, 2005).”
BackgroundJonas, J., & Rossion, B. (2021) · European Journal of Neuroscience · doi:10.1111/ejn.15235 · Cited by 26
“…distinction of prosopagnosia and with a sharp functional dissociation as advocated in neuro-cognitive models of face processing between a “structural encoding stage” and a store of “facial recognition units” (Bruce & Young, 1986; Calder & Young, 2005; Duchaine & Yovel, 2015; Haxby et al., 2000).”
BackgroundPosterior Fusiform and Midfusiform Contribute to Distinct Stages of Facial Expression Processing.
Li, Y., Richardson, R., & Ghuman, A. (2018) · Cerebral Cortex · doi:10.1093/cercor/bhy186 · Cited by 26
Noyes, E., Hill, M. Q., & O’Toole, A. J. (2018) · Cognitive Research Principles and Implications · doi:10.1186/s41235-018-0117-4 · Cited by 32
“A complex cortical network of brain regions is involved in face recognition (Calder & Young, 2005; Haxby, Hoffman, & Gobbini, 2000), which includes the fusiform face area (FFA) (Gobbini & Haxby, 2007; Grill-Spector, Knouf, & Kanwisher, 2004; Kanwisher, Mcdermott, & Chun, 1997; Kanwisher & Yovel,…”
Factors contributing to individual differences in facial expression categorisation
Green, C., & Guo, K. (2016) · Cognition & Emotion · doi:10.1080/02699931.2016.1273200 · Cited by 34
“…are different types of facial cues (e.g., changeable vs invariant information) and involve different neural circuits for information processing (Calder & Young, 2005), the recognition performance of these facial cues are subject to the influence from similar gaze behaviour and personal traits,…”
BackgroundPopulation Coding of Facial Information in the Monkey Superior Colliculus and Pulvinar
Nguyen, M. N., Nishimaru, H., Matsumoto, J., Le, Q. V., Hori, E., Maior, R. S., Tomaz, C. A. B., Ono, T., & Nishijo, H. (2016) · Frontiers in Neuroscience · doi:10.3389/fnins.2016.00583 · Cited by 37
“One way to simultaneously code for multiple types of facial information is through the population coding of broadly tuned neurons (Calder and Young, 2005; Meyers et al., 2015).”
BackgroundRobust face recognition against expressions and partial occlusions
Zaman, F. H. K., Shafie, A., & Mustafah, Y. (2016) · International Journal of Automation and Computing · doi:10.1007/s11633-016-0974-6 · Cited by 26
“There are evidences that suggest anatomical separation of neural pathway in facial expression and facial identity recognition in human [12 − 14] .”
BackgroundBayet, L., Pascalis, O., Quinn, P., Lee, K., Gentaz, E., & Tanaka, J. W. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00346 · Cited by 26
“…by the knowledge that PCA relates reliably to human ratings and performance (O’Toole et al., 1994, 1998) and has been proposed as a statistical Frontiers in Psychology | www.frontiersin.org 9 March 2015 | Volume 6 | Article 346 analog of the human representation of faces (Calder and Young, 2005).”
BackgroundThe contribution of the upper and lower face in happy and sad facial expression classification.
Chen, M.-Y., & Chen, C.-C. (2010) · Vision Research · doi:10.1016/j.visres.2010.06.002 · Cited by 26
“Calder et al. (2000) showed that it tookmore time to identify the facial expressionononepart of the composite facewhen theotherpart showed a different expression than when they were the same.”
The Social Perception of Faces
Todorov, A. T. (2012) · SAGE Publications Ltd eBooks · doi:10.4135/9781446247631.n6 · Cited by 29
“These multidimensional models provide a powerful representational framework that can account for variations in face identity and facial expressions (Calder & Young, 2005; Neth & Martinez, 2009), race (Caldara & Abdi, 2006; Furl, Jonathon, & O’Toole, 2002; O’Toole, Abdi, Deffenbacher, & Valentin,…”
BackgroundFace identity matching is influenced by emotions conveyed by face and body
den Stock, J. E., & Gelder, B. E. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00053 · Cited by 25
“…are that processing of faces is dominant over other object classes and that different kinds of facial information like identity, expression and direction of gaze are processed in separate, relatively independent subsystems (e.g., Bruce and Young, 1986; Haxby et al., 2000; Calder and Young, 2005).”
Ji, L., Chen, W., Loeys, T., & Pourtois, G. (2018) · Journal of Vision · doi:10.1167/18.3.17 · Cited by 30
Attending to and neglecting people: bridging neuroscience, psychology and sociology
Hari, R., Sams, M. E., & Nummenmaa, L. (2016) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2015.0365 · Cited by 36
Emotional modulation of visual remapping of touch.
Cardini, F., Bertini, C., Serino, A., & Làdavas, E. (2012) · Emotion · doi:10.1037/a0027351 · Cited by 27
“Emotion recognition activates different brain areas (Bruce & Young, 1986; Calder & Young, 2005) and involves different neural networks (de Gelder, Vroomen, Pourtois, & Weiskrantz, 1999; Morris, Ohman, & Dolan, 1999; Haxby, Hoffman, & Gobbini, 2000).”
Event-Related Potentials Elicited by the Explicit and Implicit Processing of Familiarity in Faces
Saavedra, C., Iglesias, J., & Olivares, E. (2010) · Clinical EEG and Neuroscience · doi:10.1177/155005941004100107 · Cited by 25
“interaction was significant in the amplitude analysis, Task [F (1, 15)=0.”
BackgroundMethodInfluentialThe Perception of Facial Emotion in Typical and Atypical Development
Bayet, L., & Nelson, C. A. (2019) · Springer eBooks · doi:10.1007/978-3-030-17332-6_6 · Cited by 31
Functional brain networks involved in gaze and emotional processing
Ziaei, M., Ebner, N. C., & Burianová, H. (2016) · European Journal of Neuroscience · doi:10.1111/ejn.13464 · Cited by 21
Soloff, P. H., Abraham, K., Ramaseshan, K. S., Burgess, A., & Diwadkar, V. A. (2016) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2016.12.016 · Cited by 24
“Hyper-arousal of the amygdala is clinically important, given its role in appraising the affective salience of stimuli, especially facial expressions (Calder and Young, 2005), and in the appraisal of perceived threat and mediation of fear responses (LeDoux, 1993).”
Interdependent Mechanisms for Processing Gender and Emotion: The Special Status of Angry Male Faces
Harris, D. A., & Ciaramitaro, V. M. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01046 · Cited by 21
“…Young model of independent mechanisms for processing of face features, several criticisms of the neuropsychological results had been identified (see Calder and Young, 2005) and subsequent behavioral and neurophysiological studies have found counter evidence, supporting a model of interdependent…”
ResultNicholas Furl, A. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00253 · Cited by 26
Matsuda, Y.-T., Fujimura, T., Katahira, K., Okada, M., Ueno, K., Cheng, K., & Okanoya, K. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00551 · Cited by 37
“…in perceiving both facial identities and expressions (Gorno-Tempini et al., 2001; Vuilleumier et al., 2001; Kaufmann and Schweinberger, 2004; Winston et al., 2004; Calder and Young, 2005; Ganel et al., 2005; Ishai et al., 2005; Fox and Barton, 2007; Palermo and Rhodes, 2007; Fox et al., 2008).”
BackgroundOverlapping facial expression representations are identity-dependent.
Pell, P. J., & Richards, A. C. (2013) · Vision Research · doi:10.1016/j.visres.2012.12.009 · Cited by 24
Using Eye Movements as an Index of Implicit Face Recognition in A utism S pectrum D isorder
Hedley, D., Young, R. L., & Brewer, N. (2012) · Autism Research · doi:10.1002/aur.1246 · Cited by 18
Matching Faces with Emotional Expressions
Chen, W.-F., Lander, K., & Liu, C.-H. (2011) · Front. Psychology · doi:10.3389/fpsyg.2011.00206 · Cited by 24
“This is consistent with the literature that supports an interactive rather than dual route hypothesis of identity and expression processing (e.g., Ganel and Goshen-Gottstein, 2004; Calder and Young, 2005).”
ResultZhou, W., & Chen, D. (2011) · Social Neuroscience · doi:10.1080/17470919.2010.523537 · Cited by 24
“Whereas identity and emotion processing rely on two dissociated systems in vision and audition (Belin et al., 2004; Bruce & Young, 1986; Calder & Young, 2005; Haxby et al., 2000) and facial familiarity is independent of facial emotion perception (Bruce, 1986; Calder et al., 2000; Campbell et al.,…”
BackgroundNeural responses in the occipital cortex to unrecognizable faces.
Mitsudo, T., Kamio, Y., Goto, Y., Nakashima, T., & Tobimatsu, S. (2011) · Clinical Neurophysiology · doi:10.1016/j.clinph.2010.10.004 · Cited by 24
Sava, A.-A., Krolak-Salmon, P., Delphin-Combe, F., Cloarec, M., & Chainay, H. (2017) · Neuropsychology, development, and cognition. Section B, Aging, neuropsychology and cognition · doi:10.1080/13825585.2016.1143444 · Cited by 23
“…for the processing of the facial emotional expressions (Bruce & Young, 1986), more recent findings suggest that the processing of these two types of facial information are not completely independent (Baudouin, Gilibert, Sansone, & Tiberghien, 2000; Calder & Young, 2005; Posamentier & Abdi, 2003).”
BackgroundFelmingham, K. L., Stewart, L. F., Kemp, A. H., & Carr, A. R. (2016) · Biological Psychology · doi:10.1016/j.biopsycho.2016.04.001 · Cited by 24
“The interpretation of facial expressions is particularly relevant in social anxiety since the human face is central to social cognition and communicates a vast amount of information (Calder & Young, 2005).”
BackgroundXiu, D., Geiger, M. J., & Klaver, P. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00090 · Cited by 20
“We thus suggest that the connectivity results tend to be in line with other views that emotion exerts parallel effects on perception (Calder and Young, 2005), attention and memory (Talmi et al., 2008, 2013).”
ResultDistinctive voices enhance the visual recognition of unfamiliar faces
Bülthoff, I., & Newell, F. N. (2015) · Cognition · doi:10.1016/j.cognition.2014.12.006 · Cited by 22
“Other functional models of face perception have been proposed to account for the hierarchy of processing stages involved in identifying a person from their face (e.g. Bruce & Young, 1986; Burton, Bruce, & Johnston, 1990; Calder & Young, 2005).”
Sustained happiness? Lack of repetition suppression in right-ventral visual cortex for happy faces
Suzuki, A., Goh, J. O. S., Hebrank, A. C., Sutton, B. P., Jenkins, L. J., Flicker, B., & Park, D. C. (2010) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsq058 · Cited by 22
“Although classical models of face recognition have emphasized independent neural pathways for the processing of face identity and face emotion (Bruce and Young, 1986; Haxby et al., 2000), increasing evidence challenges this dichotomy (Calder and Young, 2005; Tsuchiya et al., 2008).”
BackgroundRossion, B. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108279 · Cited by 35
The cultural learning account of first impressions
Cook, R., Eggleston, A., & Over, H. (2022) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2022.05.007 · Cited by 29
Xu, X.-L., Xin, F., Liu, C.-C., Chen, Y.-S., Yao, S.-X., Zhou, X.-Q., Zhou, F., Huang, Y.-L., Dai, J., Wang, J.-Y., et al. (2022) · medRxiv · doi:10.1101/2022.01.18.22269466 · Cited by 22
“This emotional n-back version allows us to investigate different aspects of SWM content updating such as identity and emotional expression [45, 46].”
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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