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Cavazos JG, Jeckeln G, O'Toole AJ. Collaboration to improve cross-race face identification: Wisdom of the multi-racial crowd? Br J Psychol 2023; 114:838-853. [PMID: 37093063 PMCID: PMC10592228 DOI: 10.1111/bjop.12657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 02/27/2023] [Indexed: 04/25/2023]
Abstract
Face identification is particularly prone to error when individuals identify people of a race other than their own - a phenomenon known as the other-race effect (ORE). Here, we show that collaborative "wisdom-of-crowds" decision-making substantially improves face identification accuracy for own- and other-race faces over individuals working alone. In two online experiments, East Asian and White individuals recognized own- and other-race faces as individuals and as part of a collaborative dyad. Collaboration never proved more beneficial in a social setting than when individual identification decisions were combined computationally. The reliable benefit of non-social collaboration may stem from its ability to avoid the potential negative outcomes of group diversity such as conflict. Consistent with this benefit, the racial diversity of collaborators did not influence either general or race-specific face identification accuracy. Our findings suggest that collaboration between two individuals is a promising strategy for improving cross-race face identification that may translate effectively into forensic and eyewitness settings.
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2
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Nishimura Y, Tsuda H, Ogawa H. Own‐Race
Advantage in Visual Working Memory for Faces Reflects Enhanced Storage Capacity and Quick Encoding
1. JAPANESE PSYCHOLOGICAL RESEARCH 2022. [DOI: 10.1111/jpr.12327] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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3
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Lee J, Penrod SD. Three‐level meta‐analysis of the other‐race bias in facial identification. APPLIED COGNITIVE PSYCHOLOGY 2022. [DOI: 10.1002/acp.3997] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Jungwon Lee
- Department of Psychology Hallym University Chuncheon South Korea
| | - Steven D. Penrod
- Department of Psychology John Jay College of Criminal Justice New York USA
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4
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Robertson DJ, Black J, Chamberlain B, Megreya AM, Davis JP. Super‐Recognisers show an advantage for other race face identification. APPLIED COGNITIVE PSYCHOLOGY 2019. [DOI: 10.1002/acp.3608] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- David J. Robertson
- School of Psychological Sciences and HealthUniversity of Strathclyde Glasgow UK
| | - Jennifer Black
- School of Psychological Sciences and HealthUniversity of Strathclyde Glasgow UK
| | - Bethany Chamberlain
- School of Psychological Sciences and HealthUniversity of Strathclyde Glasgow UK
| | - Ahmed M. Megreya
- Department of Psychological Sciences, College of EducationQatar University Doha Qatar
| | - Josh P. Davis
- Department of Psychology, Social Work and CounsellingUniversity of Greenwich London UK
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Hills PJ, Roberts AL, Boobyer C. Being observed detrimentally affects face perception. JOURNAL OF COGNITIVE PSYCHOLOGY 2019. [DOI: 10.1080/20445911.2019.1685528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Peter J. Hills
- Department of Psychology, Bournemouth University, Poole, United Kingdom of Great Britain and Northern Ireland
| | - Aimee Lee Roberts
- Anglia Ruskin University, Chelmsford, United Kingdom of Great Britain and Northern Ireland
| | - Charlotte Boobyer
- Department of Psychology, Bournemouth University, Poole, United Kingdom of Great Britain and Northern Ireland
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Gonzalez GDS, Schnyer DM. Attention and Working Memory Biases to Black and Asian Faces During Intergroup Contexts. Front Psychol 2019; 9:2743. [PMID: 30687191 PMCID: PMC6333710 DOI: 10.3389/fpsyg.2018.02743] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2018] [Accepted: 12/19/2018] [Indexed: 11/13/2022] Open
Abstract
Categorizing and individual as a racial ingroup or outgroup member results in processing and memory differences. However, despite processing differences for racial ingroups and outgroups, very little is known about processing of racial ingroup and outgroup members during intergroup contexts. Thus, the present research investigated attention and memory differences for racial ingroup and outgroup members during competition for attention (i.e., intergroup contexts). In experiment 1, event-related potentials (ERPs) were obtained while participants completed a working memory task that presented 4 faces (2 Black, 2 White) at once then, following a short delay, were probed to indicate the spatial location of one of the faces. Participants showed better location memory for Black than White faces. During encoding, ERP results revealed differences based on the race of the face in P300 amplitudes, such that there was greater motivated processing when attending to Black faces. At probe, the N170 indicated enhanced early processing of Black faces and greater LPCs were associated with better recollection of Black face location. In a follow-up study using the same task, we examined attention and working memory biases for Asian and White faces in Caucasian and Asian participants. Results for both Caucasian and Asian participants indicated better working memory for Asian relative to White faces. Together, results indicate that during intergroup contexts, racial minority faces capture attention, resulting in better memory for those faces. The study underscores that examining racial biases with single stimuli paradigms obscures important aspects of attention and memory biases during intergroup contexts.
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Affiliation(s)
- Guadalupe D S Gonzalez
- Cognitive Neuroscience Laboratory, Department of Psychology, The University of Texas at Austin, Austin, TX, United States
| | - David M Schnyer
- Cognitive Neuroscience Laboratory, Department of Psychology, The University of Texas at Austin, Austin, TX, United States
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Kokje E, Bindemann M, Megreya AM. Cross-race correlations in the abilities to match unfamiliar faces. Acta Psychol (Amst) 2018; 185:13-21. [PMID: 29407241 DOI: 10.1016/j.actpsy.2018.01.006] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Revised: 12/18/2017] [Accepted: 01/11/2018] [Indexed: 10/18/2022] Open
Abstract
The other-race effect in face identification has been documented widely in memory tasks, but it persists also in identity-matching tasks, in which memory contributions are minimized. Whereas this points to a perceptual locus for this effect, it remains unresolved whether matching performance with same- and other-race faces is driven by shared cognitive mechanisms. To examine this question, this study compared Arab and Caucasian observers' ability to match faces of their own race with their ability to match faces of another race using one-to-one (Experiment 1) and one-to-many (Experiment 2) identification tasks. Across both experiments, Arab and Caucasian observers demonstrated reliable other-race effects at a group level. At an individual level, substantial variation in accuracy was found, but performance with same-race and other-race faces correlated consistently and strongly. This indicates that the abilities to match same- and other-race faces share a common cognitive mechanism.
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Zhou G, Cheng Z, Yue Z, Tredoux C, He J, Wang L. Own-race faces capture attention faster than other-race faces: evidence from response time and the N2pc. PLoS One 2015; 10:e0127709. [PMID: 26042843 PMCID: PMC4456369 DOI: 10.1371/journal.pone.0127709] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2015] [Accepted: 04/17/2015] [Indexed: 11/18/2022] Open
Abstract
Studies have shown that people are better at recognizing human faces from their own-race than from other-races, an effect often termed the Own-Race Advantage. The current study investigates whether there is an Own-Race Advantage in attention and its neural correlates. Participants were asked to search for a human face among animal faces. Experiment 1 showed a classic Own-Race Advantage in response time both for Chinese and Black South African participants. Using event-related potentials (ERPs), Experiment 2 showed a similar Own-Race Advantage in response time for both upright faces and inverted faces. Moreover, the latency of N2pc for own-race faces was earlier than that for other-race faces. These results suggested that own-race faces capture attention more efficiently than other-race faces.
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Affiliation(s)
- Guomei Zhou
- Department of Psychology, Sun Yat-sen University, Guangzhou, Guangdong, China
- * E-mail: (GZ); (ZY)
| | - Zhijie Cheng
- Department of Psychology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Zhenzhu Yue
- Department of Psychology, Sun Yat-sen University, Guangzhou, Guangdong, China
- * E-mail: (GZ); (ZY)
| | - Colin Tredoux
- Department of Psychology, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Jibo He
- Department of Psychology, Wichita State University, Wichita, Kansas, United States of America
| | - Ling Wang
- Center for Studies of Psychological Application & School of Psychology, South China Normal University, Guangzhou, Guangdong, China
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Pica E, Warren AR, Ross DF, Kehn A. Choosing Your Words and Pictures Wisely: When Do Individuation Instructions Reduce the Cross-Race Effect? APPLIED COGNITIVE PSYCHOLOGY 2015. [DOI: 10.1002/acp.3112] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Emily Pica
- Department of Psychology; the University of Tennessee at Chattanooga; Chattanooga TN USA
| | - Amye R. Warren
- Department of Psychology; the University of Tennessee at Chattanooga; Chattanooga TN USA
| | - David F. Ross
- Department of Psychology; the University of Tennessee at Chattanooga; Chattanooga TN USA
| | - Andre Kehn
- Department of Psychology; University of North Dakota; Grand Forks ND USA
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Semplonius T, Mondloch CJ. Attentional Biases and Recognition Accuracy: What Happens When Multiple Own- and Other-Race Faces are Encountered Simultaneously? Perception 2015; 44:52-70. [DOI: 10.1068/p7892] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Adults recognize own-race faces more accurately than other-race faces. We investigated three characteristics of laboratory investigations hypothesized to minimize the magnitude of the own-race recognition advantage (ORA): lack of competition for attention and instructions that emphasize individuating faces during the study phase, and a lack of uncertainty during the test phase. Across two experiments, participants studied faces individually, in arrays comprising multiple faces and household objects, or in naturalistic scenes (presented on an eye-tracker); they were instructed to remember everything, memorize faces, or form impressions of people. They then completed one of two recognition tasks—an old/new recognition task or a lineup recognition task. Task instructions influenced time spent looking at faces but not the allocation of attention to own- versus other-race faces. The magnitude of the ORA was independent of both task instructions and test protocol, with some modulation by how faces were presented in the study phase. We discuss these results in light of current theories of the ORA.
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Affiliation(s)
- Thalia Semplonius
- Department of Psychology, Brock University, 500 Glenridge Avenue, St Catharines, ON L2S 3A1, Canada
| | - Catherine J Mondloch
- Department of Psychology, Brock University, 500 Glenridge Avenue, St Catharines, ON L2S 3A1, Canada
- ARC Centre of Excellence in Cognition and its Disorders, School of Psychology, University of Western Australia, Macquarie University, Sydney, NSW 2109, Australia
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Bernstein MJ, Sacco D, Young SG, Hugenberg K. The Impact of Race and Inclusionary Status on Memory for Ingroup and Outgroup Faces. BASIC AND APPLIED SOCIAL PSYCHOLOGY 2014. [DOI: 10.1080/01973533.2014.887565] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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12
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Michel C, Rossion B, Bülthoff I, Hayward WG, Vuong QC. The contribution of shape and surface information in the other-race face effect. VISUAL COGNITION 2013. [DOI: 10.1080/13506285.2013.823141] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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13
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Meissner CA, Susa KJ, Ross AB. Can I see your passport please? Perceptual discrimination of own- and other-race faces. VISUAL COGNITION 2013. [DOI: 10.1080/13506285.2013.832451] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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14
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Megreya AM, White D, Burton AM. The other-race effect does not rely on memory: Evidence from a matching task. Q J Exp Psychol (Hove) 2011; 64:1473-83. [PMID: 21812594 DOI: 10.1080/17470218.2011.575228] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Viewers are typically better at remembering faces from their own race than from other races; however, it is not yet established whether this effect is due to memorial or perceptual processes. In this study, UK and Egyptian viewers were given a simultaneous face-matching task, in which the target faces were presented upright or upside down. As with previous research using face memory tasks, participants were worse at matching other-race faces than own-race faces and showed a stronger face inversion effect for own-race faces. However, subjects' performance on own and other-race faces was highly correlated. These data provide strong evidence that difficulty in perceptual encoding of unfamiliar faces contributes substantially to the other-race effect and that accounts based entirely on memory cannot capture the full data. Implications for forensic settings are also discussed.
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Neural correlates of own- and other-race face perception: Spatial and temporal response differences. Neuroimage 2011; 54:2547-55. [DOI: 10.1016/j.neuroimage.2010.10.006] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2010] [Revised: 09/30/2010] [Accepted: 10/04/2010] [Indexed: 11/21/2022] Open
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Susa KJ, Meissner CA, de Heer H. Modeling the Role of Social-Cognitive Processes in the Recognition of Own- and Other-Race Faces. SOCIAL COGNITION 2010. [DOI: 10.1521/soco.2010.28.4.523] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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