Neural adaptation to faces reveals racial outgroup homogeneity effects in early perception

Contributed by Jennifer L. Eberhardt, May 13, 2019 (sent for review January 2, 2019; reviewed by Anne Krendl and Amy R. Krosch)
July 1, 2019
116 (29) 14532-14537

Significance

The tendency to view members of social outgroups as interchangeable has long been considered a core component of intergroup bias and a precursor to stereotyping and discrimination. However, the early perceptual nature of these intergroup biases is poorly understood. Here, we used a functional MRI adaptation paradigm to assess how face-selective brain regions respond to variation in physical similarity among racial ingroup (White) and outgroup (Black) faces. We conclude that differences emerge in the different tuning properties of early face-selective cortex for racial ingroup and outgroup faces and mirror behavioral differences in memory and perception of racial ingroup versus outgroup faces. These results suggest that outgroup deindividuation emerges at some of the earliest stages of perception.

Abstract

A hallmark of intergroup biases is the tendency to individuate members of one’s own group but process members of other groups categorically. While the consequences of these biases for stereotyping and discrimination are well-documented, their early perceptual underpinnings remain less understood. Here, we investigated the neural mechanisms of this effect by testing whether high-level visual cortex is differentially tuned in its sensitivity to variation in own-race versus other-race faces. Using a functional MRI adaptation paradigm, we measured White participants’ habituation to blocks of White and Black faces that parametrically varied in their groupwise similarity. Participants showed a greater tendency to individuate own-race faces in perception, showing both greater release from adaptation to unique identities and increased sensitivity in the adaptation response to physical difference among faces. These group differences emerge in the tuning of early face-selective cortex and mirror behavioral differences in the memory and perception of own- versus other-race faces. Our results suggest that biases for other-race faces emerge at some of the earliest stages of sensory perception.

Continue Reading

Data Availability

Data deposition: The data presented in this paper are available through Open Science Framework, https://osf.io/zsdyf/.

Acknowledgments

This research was supported by Stanford Dean’s Awards (to J.L.E.) and by a Center for Cognitive and Neurobiological Imaging Innovation Grant to (to B.L.H. and N.P.C.). We wish to acknowledge Nalini Ambady for her contributions at the earliest stages of this research, although she did not live to witness its progression and completion.

Supporting Information

Appendix (PDF)

References

1
G. W. Allport, The Nature of Prejudice (Addison–Wesley, Oxford, UK, 1954).
2
S. T. Fiske, S. L. Neuberg, “A continuum of impression formation, from category-based to individuating processes: Influences of information and motivation on attention and interpretation” in Advances in Experimental Social Psychology, M. P. Zanna, Ed. (Academic, New York, NY, 1990), Vol. 23, pp. 1–74.
3
T. A. Ito, E. Thompson, J. T. Cacioppo, Tracking the timecourse of social perception: The effects of racial cues on event-related brain potentials. Pers. Soc. Psychol. Bull. 30, 1267–1280 (2004).
4
P. M. Walker, L. Silvert, M. Hewstone, A. C. Nobre, Social contact and other-race face processing in the human brain. Soc. Cognit. Affective Neurosci. 3, 16–25(2007).
5
S. D. Goldinger, Y. He, M. H. Papesh, Deficits in cross-race face learning: Insights from eye movements and pupillometry. J. Exp. Psychol. Learn. Mem. Cognit. 35, 1105–1122 (2009).
6
R. S. Malpass, J. Kravitz, Recognition for faces of own and other race. J. Pers. Soc. Psychol. 13, 330–334 (1969).
7
C. A. Meissner, J. C. Brigham, Thirty years of investigating the own-race bias in memory for faces: A meta-analytic review. Psychol. Public Policy Law 7, 3–35 (2001).
8
T. M. Ostrom, C. Sedikides, Out-group homogeneity effects in natural and minimal groups. Psychol. Bull. 112, 536–552 (1992).
9
K. Hugenberg, S. G. Young, M. J. Bernstein, D. F. Sacco, The categorization-individuation model: An integrative account of the other-race recognition deficit. Psychol. Rev. 117, 1168–1187 (2010).
10
S. L. Sporer, The cross-race effect: Beyond recognition of faces in the laboratory. Psychol. Public Policy Law 7, 170–200 (2001).
11
O. Corneille, K. Hugenberg, T. Potter, Applying the attractor field model to social cognition: Perceptual discrimination is facilitated, but memory is impaired for faces displaying evaluatively congruent expressions. J. Pers. Soc. Psychol. 93, 335–352 (2007).
12
O. Corneille, R. L. Goldstone, S. Queller, T. Potter, Asymmetries in categorization, perceptual discrimination, and visual search for reference and nonreference exemplars. Mem. Cognit. 34, 556–567 (2006).
13
C. Michel, O. Corneille, B. Rossion, Holistic face encoding is modulated by perceived face race: Evidence from perceptual adaptation. Visual Cognit. 18, 434–455 (2010).
14
K. Grill-Spector, R. Henson, A. Martin, Repetition and the brain: Neural models of stimulus-specific effects. Trends Cognit. Sci. 10, 14–23 (2006).
15
K. Grill-Spector, R. Malach, fMR-adaptation: A tool for studying the functional properties of human cortical neurons. Acta Psychol. 107, 293–321 (2001).
16
N. Davidenko, D. A. Remus, K. Grill-Spector, Face-likeness and image variability drive responses in human face-selective ventral regions. Hum. Brain Mapp. 33, 2334–2349 (2012).
17
K. S. Weiner, K. Grill-Spector, The improbable simplicity of the fusiform face area. Trends Cognit. Sci. 16, 251–254 (2012).
18
V. S. Natu et al., Development of neural sensitivity to face identity correlates with perceptual discriminability. J. Neurosci. 36, 10893–10907 (2016).
19
A. Stigliani, K. S. Weiner, K. Grill-Spector, Temporal processing capacity in high-level visual cortex is domain specific. J. Neurosci. 35, 12412–12424 (2015).
20
W. A. Bainbridge, P. Isola, A. Oliva, The intrinsic memorability of face photographs. J. Exp. Psychol. Gen. 142, 1323–1334 (2013).
21
J. Parvizi et al., Electrical stimulation of human fusiform face-selective regions distorts face perception. J. Neurosci. 32, 14915–14920 (2012).
22
A. J. Golby, J. D. E. Gabrieli, J. Y. Chiao, J. L. Eberhardt, Differential responses in the fusiform region to same-race and other-race faces. Nat. Neurosci. 4, 845–850(2001).
23
Morpheus Software, Morpheus photo morpher, Version 3.17. http://www.morpheussoftware.net (2010).
24
N. Kanwisher, J. McDermott, M. M. Chun, The fusiform face area: A module in human extrastriate cortex specialized for face perception. J. Neurosci. 17, 4302–4311 (1997).
25
V. Rangarajan, J. Parvizi, Functional asymmetry between the left and right human fusiform gyrus explored through electrical brain stimulation. Neuropsychologia 83, 29–36 (2016).
26
J. J. Van Bavel, D. J. Packer, W. A. Cunningham, Modulation of the fusiform face area following minimal exposure to motivationally relevant faces: Evidence of in-group enhancement (not out-group disregard). J. Cognit. Neurosci. 23, 3343–3354 (2011).
27
J. B. Freeman, N. O. Rule, R. B. Adams Jr, N. Ambady, The neural basis of categorical face perception: Graded representations of face gender in fusiform and orbitofrontal cortices. Cereb. Cortex 20, 1314–1322 (2009).
28
W. A. Cunningham et al., Separable neural components in the processing of black and white faces. Psychol. Sci. 15, 806–813 (2004).
29
J. Ronquillo et al., The effects of skin tone on race-related amygdala activity: An fMRI investigation. Soc. Cognit. Affective Neurosci. 2, 39–44 (2007).
30
M. Cikara, J. J. Van Bavel, The neuroscience of intergroup relations: An integrative review. Perspect. Psychol. Sci. 9, 245–274 (2014).
31
K. G. Ratner, C. Kaul, J. J. Van Bavel, Is race erased? Decoding race from patterns of neural activity when skin color is not diagnostic of group boundaries. Soc. Cognit. Affective Neurosci. 8, 750–755 (2012).
32
I. Gauthier et al., The fusiform “face area” is part of a network that processes faces at the individual level. J. Cognit. Neurosci. 12, 495–504 (2000).
33
J. C. Brigham, R. S. Malpass, The role of experience and contact in the recognition of faces of own-and other-race persons. J. Soc. Issues 41, 139–155 (1985).
34
J. Gomez et al., Microstructural proliferation in human cortex is coupled with the development of face processing. Science 355, 68–71 (2017).
35
T. Brosch, E. Bar-David, E. A. Phelps, Implicit race bias decreases the similarity of neural representations of black and white faces. Psychol. Sci. 24, 160–166 (2013).
36
M. E. Wheeler, S. T. Fiske, Controlling racial prejudice: Social-cognitive goals affect amygdala and stereotype activation. Psychol. Sci. 16, 56–63 (2005).
37
E. H. Telzer et al., Early experience shapes amygdala sensitivity to race: An international adoption design. J. Neurosci. 33, 13484–13488 (2013).
38
C. Kaul, K. G. Ratner, J. J. Van Bavel, Dynamic representations of race: Processing goals shape race decoding in the fusiform gyri. Soc. Cognit. Affective Neurosci. 9, 326–332 (2012).
39
L. Cosmides, J. Tooby, R. Kurzban, Perceptions of race. Trends Cognit. Sci. 7, 173–179 (2003).
40
L. W. Chang, A. R. Krosch, M. Cikara, Effects of intergroup threat on mind, brain, and behavior. Curr. Opin. Psychol. 11:69–73 (2016).
41
A. R. Krosch, D. M. Amodio, Economic scarcity alters the perception of race. Proc. Natl. Acad. Sci. U.S.A. 111, 9079–9084 (2014).
42
A. C. Jenkins, C. N. Macrae, J. P. Mitchell, Repetition suppression of ventromedial prefrontal activity during judgments of self and others. Proc. Natl. Acad. Sci. U.S.A. 105, 4507–4512 (2008).
43
T. Lau, M. Cikara, fMRI repetition suppression during generalized social categorization. Sci. Rep. 7, 4262 (2017).
44
M. Cikara, J. J. Van Bavel, Z. A. Ingbretsen, L. T, Decoding “us” and “them”: Neural representations of generalized group concepts. J. Exp. Psychol. Gen. 1464, 621–631 (2017).
45
J. B. Freeman, D. Schiller, N. O. Rule, N. Ambady, The neural origins of superficial and individuated judgments about ingroup and outgroup members. Hum. Brain Mapp. 31, 150–159 (2010).
46
B. L. Hughes, J. Zaki, N. Ambady, Motivation alters impression formation and related neural systems. Soc. Cognit. Affective Neurosci. 12, 49–60 (2017).
47
R. M. Stolier, J. B. Freeman, Neural pattern similarity reveals the inherent intersection of social categories. Nat. Neurosci. 19, 795–797 (2016).
48
A. Stigliani, B. Jeska, K. Grill-Spector, Encoding model of temporal processing in human visual cortex. Proc. Natl. Acad. Sci. U.S.A. 114, E11047–E11056 (2017).
49
J. L. Eberhardt, P. A. Goff, V. J. Purdie, P. G. Davies, Seeing black: Race, crime, and visual processing. J. Pers. Soc. Psychol. 87, 876–893 (2004).
50
V. Willenbockel et al., Controlling low-level image properties: The shine toolbox. Behav. Res. Methods 42, 671–684 (2010).
51
Z. Wang, A. C. Bovik, H. R. Sheikh, E. P. Simoncelli, Image quality assessment: From error visibility to structural similarity. IEEE Trans. Image Process. 13, 600–612 (2004).
52
N. Tottenham et al., The nimstim set of facial expressions: Judgments from untrained research participants. Psychiatry Res. 168, 242–249 (2009).

Information & Authors

Information

Published in

The cover image for PNAS Vol.116; No.29
Proceedings of the National Academy of Sciences
Vol. 116 | No. 29
July 16, 2019
PubMed: 31262811

Classifications

Data Availability

Data deposition: The data presented in this paper are available through Open Science Framework, https://osf.io/zsdyf/.

Submission history

Published online: July 1, 2019
Published in issue: July 16, 2019

Keywords

  1. intergroup perception
  2. race
  3. neural adaptation
  4. perceptual sensitivity

Acknowledgments

This research was supported by Stanford Dean’s Awards (to J.L.E.) and by a Center for Cognitive and Neurobiological Imaging Innovation Grant to (to B.L.H. and N.P.C.). We wish to acknowledge Nalini Ambady for her contributions at the earliest stages of this research, although she did not live to witness its progression and completion.

Notes

The authors declare no conflict of interest.

Authors

Affiliations

Brent L. Hughes2,1 [email protected]
Department of Psychology, University of California, Riverside, CA 92521;
Nicholas P. Camp2,1 [email protected]
Department of Psychology, Stanford University, Stanford, CA 94305;
Jesse Gomez
Department of Psychology, University of California, Berkeley, CA 94720;
Helen Wills Neuroscience Institute, University of California, Berkeley, CA 94720;
Vaidehi S. Natu
Department of Psychology, Stanford University, Stanford, CA 94305;
Kalanit Grill-Spector
Department of Psychology, Stanford University, Stanford, CA 94305;
Stanford Neurosciences Institute, Stanford University, Stanford, CA 94305
Jennifer L. Eberhardt2 [email protected]
Department of Psychology, Stanford University, Stanford, CA 94305;

Notes

2
To whom correspondence may be addressed. Email: [email protected], [email protected], or [email protected].
Author contributions: B.L.H., N.P.C., K.G.-S., and J.L.E. designed research; B.L.H., N.P.C., and J.G. performed research; B.L.H., N.P.C., J.G., and V.S.N. analyzed data; and B.L.H., N.P.C., and J.L.E. wrote the paper.
Reviewers: A.K., Indiana University; and A.R.K., Cornell University.
1
B.L.H. and N.P.C. contributed equally to this work.

Metrics & Citations

Metrics

Note: The article usage is presented with a three- to four-day delay and will update daily once available. Due to ths delay, usage data will not appear immediately following publication. Citation information is sourced from Crossref Cited-by service.


Altmetrics

Citations

Export the article citation data by selecting a format from the list below and clicking Export.

Cited by

    Loading...

    View Options

    View options

    PDF format

    Download this article as a PDF file

    DOWNLOAD PDF

    Login options

    Check if you have access through your login credentials or your institution to get full access on this article.

    Personal login Institutional Login

    Recommend to a librarian

    Recommend PNAS to a Librarian

    Purchase options

    Purchase this article to access the full text.

    Single Article Purchase

    Neural adaptation to faces reveals racial outgroup homogeneity effects in early perception
    Proceedings of the National Academy of Sciences
    • Vol. 116
    • No. 29
    • pp. 14389-14782

    Figures

    Tables

    Media

    Share

    Share

    Share article link

    Share on social media