Individuation training with other‐race faces reduces preschoolers’ implicit racial bias: a link between perceptual and social representation of faces in children

The present study examined whether perceptual individuation training with other‐race faces could reduce preschool children's implicit racial bias. We used an ‘angry = outgroup’ paradigm to measure Chinese children's implicit racial bias against African individuals before and after training. In Experiment 1, children between 4 and 6 years were presented with angry or happy racially ambiguous faces that were morphed between Chinese and African faces. Initially, Chinese children demonstrated implicit racial bias: they categorized happy racially ambiguous faces as own‐race (Chinese) and angry racially ambiguous faces as other‐race (African). Then, the children participated in a training session where they learned to individuate African faces. Children's implicit racial bias was significantly reduced after training relative to that before training. Experiment 2 used the same procedure as Experiment 1, except that Chinese children were trained with own‐race Chinese faces. These children did not display a significant reduction in implicit racial bias. Our results demonstrate that early implicit racial bias can be reduced by presenting children with other‐race face individuation training, and support a linkage between perceptual and social representations of face information in children.     

The own‐age face recognition bias is task dependent

The own‐age bias (OAB) in face recognition (more accurate recognition of own‐age than other‐age faces) is robust among young adults but not older adults. We investigated the OAB under two different task conditions. In Experiment 1 young and older adults (who reported more recent experience with own than other‐age faces) completed a match‐to‐sample task with young and older adult faces; only young adults showed an OAB. In Experiment 2 young and older adults completed an identity detection task in which we manipulated the identity strength of target and distracter identities by morphing each face with an average face in 20% steps. Accuracy increased with identity strength and facial age influenced older adults' (but not younger adults') strategy, but there was no evidence of an OAB. Collectively, these results suggest that the OAB depends on task demands and may be absent when searching for one identity.     

Monitoring and Control of Learning Own‐Race and Other‐Race Faces

The own‐race bias refers to the finding that individuals are better able to recognize faces of the same race or ethnicity compared with faces of another race or ethnicity. The current study examined whether the own‐race bias was also evident in participants' predictions of memory performance and their self‐regulation of learning. In three experiments, participants studied own‐race and other‐race faces and predicted the likelihood of recognizing each face on a future test. Experiment 1 showed that participants provided similar predictions for own‐race and other‐race faces, despite superior recognition of own‐race faces. Experiments 2 and 3 permitted participants to control their study of faces and revealed better self‐regulation of learning for own‐race relative to other‐race faces. Collectively, these experiments suggest that the own‐race bias may partially reflect a metacognitive deficiency, as participants are less able to effectively self‐regulate learning for other‐race faces. The implications of these findings are discussed. Copyright © 2013 John Wiley & Sons, Ltd.     

Hybrid search in context: How to search for vegetables in the produce section and cereal in the cereal aisle

ABSTRACT

The own race bias (ORB) refers to a finding that faces of members of one's own racial or ethnic group are easier to recognize. Holistic processing theories suggest that the ORB might be moderated by viewing distance. Participants studied photographs of own and other race individuals and then took a recognition memory test. Viewing distance was simulated by varying the degree to which photographs were blurred (Experiment 1) and by varying photograph size (Experiment 2). Findings indicated that own race faces were better recognized, that recognition was impaired by simulated viewing distance, but the size of the ORB was not contingent upon distance.     

Cross-cultural differences and similarities underlying other-race effects for facial identity and expression

Perceptual advantages for own-race compared to other-race faces have been demonstrated for the recognition of facial identity and expression. However, these effects have not been investigated in the same study with measures that can determine the extent of cross-cultural agreement as well as differences. To address this issue, we used a photo sorting task in which Chinese and Caucasian participants were asked to sort photographs of Chinese or Caucasian faces by identity or by expression. This paradigm matched the task demands of identity and expression recognition and avoided constrained forced-choice or verbal labelling requirements. Other-race effects of comparable magnitude were found across the identity and expression tasks. Caucasian participants made more confusion errors for the identities and expressions of Chinese than Caucasian faces, while Chinese participants made more confusion errors for the identities and expressions of Caucasian than Chinese faces. However, analyses of the patterns of responses across groups of participants revealed a considerable amount of underlying cross-cultural agreement. These findings suggest that widely repeated claims that members of other cultures “all look the same” overstate the cultural differences.     

Telling faces together: Learning new faces through exposure to multiple instances

We are usually able to recognize novel instances of familiar faces with little difficulty, yet recognition of unfamiliar faces can be dramatically impaired by natural within-person variability in appearance. In a card-sorting task for facial identity, different photos of the same unfamiliar face are often seen as different people. Here we report two card-sorting experiments in which we manipulate whether participants know the number of identities present. Without constraints, participants sort faces into many identities. However, when told the number of identities present, they are highly accurate. This minimal contextual information appears to support viewers in “telling faces together”. In Experiment 2 we show that exposure to within-person variability in the sorting task improves performance in a subsequent face-matching task. This appears to offer a fast route to learning generalizable representations of new faces.     

Categorization,categorical perception,and asymmetry in infants’ representation of face race

The present study examined whether 6‐ and 9‐month‐old Caucasian infants could categorize faces according to race. In Experiment 1, infants were familiarized with different female faces from a common ethnic background (i.e. either Caucasian or Asian) and then tested with female faces from a novel race category. Nine‐month‐olds were able to form discrete categories of Caucasian and Asian faces. However, 6‐month‐olds did not form discrete categories of faces based on race. In Experiment 2, a second group of 6‐ and 9‐month‐olds was tested to determine whether they could discriminate between different faces from the same race category. Results showed that both age groups could only discriminate between different faces from the own‐race category of Caucasian faces. The findings of the two experiments taken together suggest that 9‐month‐olds formed a category of Caucasian faces that are further differentiated at the individual level. In contrast, although they could form a category of Asian faces, they could not discriminate between such other‐race faces. This asymmetry in category formation at 9 months (i.e. categorization of own‐race faces vs. categorical perception of other‐race faces) suggests that differential experience with own‐ and other‐race faces plays an important role in infants’ acquisition of face processing abilities.     

The effect of educational environment on identity recognition and perceptions of within-person variability

Individuals from small communities show impoverished face recognition relative to those from large communities, suggesting that the number of faces to which one is exposed has a measurable effect on face processing abilities. We sought to extend these findings by examining a second factor that influences the population of faces to which one is exposed during childhood: educational setting. In particular, we examined whether formerly home-schooled participants show reduced performance relative to non-homeschoolers on the Cambridge Face Memory Test (CFMT) and on a sorting task in which participants sort photographs of two unfamiliar identities into piles representing the number of identities they believe are present. On the CFMT, there was no effect of educational setting. However, formerly home-schooled participants showed significant deficits on the sorting task. Such results suggest that reduced exposure to faces early in life as a function of home-schooling may have lasting effects on the face processing system.     

Sensitivity to First‐Order Relations of Facial Elements in Infant Rhesus Macaques

Faces are visually attractive to both human and nonhuman primates. Human neonates are thought to have a broad template for faces at birth and prefer face‐like to non‐face‐like stimuli. To better compare developmental trajectories of face processing phylogenetically, here, we investigated preferences for face‐like stimuli in infant rhesus macaques using photographs of real faces. We presented infant macaques aged 15–25 days with human, macaque and abstract faces with both normal and linear arrangements of facial features and measured infants' gaze durations, number of fixations and latency to look to each face using eye‐tracking technology. There was an overall preference for normal over linear facial arrangements for abstract and monkey faces but not human faces. Moreover, infant macaques looked less at monkey faces than at abstract or human faces. These results suggest that species and facial configurations affect face processing in infant macaques, and we discuss potential explanations for these findings. Further, carefully controlled studies are required to ascertain whether infant macaques' face template can be considered as broad as human infants' face template. Copyright © 2013 John Wiley & Sons, Ltd.     

Inter‐racial contact and the own‐race bias for face recognition in South Africa and England

Own‐race bias, where people are more accurate recognizing faces of people from their own race than other races, can lead to misidentification and, in some cases, innocent people being convicted. This bias was explored in South Africa and England, using Black and White participants. People were shown several photographs of Black and White faces and were later asked if they had seen these faces (and several fillers). In addition, participants were given a questionnaire about inter‐racial contact. Cross‐race identification accuracy for Black participants was positively correlated with self‐reported inter‐racial contact. The confidence–accuracy relationship was strongest when making own‐race judgements. Copyright © 2003 John Wiley & Sons, Ltd.     

Memory for own‐ and other‐race faces: a dual‐process approach

The current studies assessed the phenomenological basis of the cross‐race effect by examining predictions of various social‐cognitive mechanisms within a dual‐process framework for both the perception (Experiment 1) and recognition (Experiment 2) of own‐ and other‐race faces. Taken together, the current studies demonstrated that differential performance on own‐race faces was largely due to qualitative differences in the encoding of facial information represented by a recollection process. Furthermore, false recollections with high ratings of confidence occurred more often when participants encoded and responded to unfamiliar other‐race faces. The theoretical implications of these findings for the phenomenology of skilled perceptual‐memory are discussed, and the applied consequences of the cross‐race effect as an encoding‐based phenomenon are considered. Copyright © 2005 John Wiley & Sons, Ltd.     

The influence of social factors and implicit racial bias on a generalized own‐race effect

The current study sought to determine whether the experimentally reported ‘own‐race effect’ is other‐race specific, or whether it is a generalized effect. The perceptual processing of own‐ versus two groups of other‐race faces was therefore explored in White and South Asian individuals. Participants completed a computer‐based discrimination task of White, South Asian and Black face‐morphs. Results showed a generalized own‐race effect for White and South Asian participants discriminating own‐ versus other‐race (White/South Asian and Black) faces, such that individuals demonstrated a perceptual discrimination advantage for own‐ versus other‐race faces in general. These findings were linked to implicit racial bias and other‐race individuating experience, demonstrating that social variables play an important role in the magnitude of the own‐race effect. Copyright © 2007 John Wiley & Sons, Ltd.     

Narrowing in categorical responding to other‐race face classes by infants

Infants can form object categories based on perceptual cues, but their ability to form categories based on differential experience is less clear. Here we examined whether infants filter through perceptual differences among faces from different other‐race classes and represent them as a single other‐race class different only from own‐race faces. We used a familiarization/novelty‐preference procedure to investigate category formation for two other‐race face classes (Black vs. Asian) by White 6‐ and 9‐month‐olds. The data indicated that while White 6‐month‐olds categorically represented the distinction between Black and Asian faces, White 9‐month‐olds formed a broad other‐race category inclusive of Black and Asian faces, but exclusive of own‐race White faces. The findings provide evidence that narrowing can occur for mental processes other than discrimination: category formation is also affected. The results suggest that frequency of experience with own‐race versus other‐race classes of faces may propel infants to contrast own‐race faces with other‐race faces, but not different classes of other‐race faces with each other.     

Face recognition algorithms and the other‐race effect: computational mechanisms for a developmental contact hypothesis

People recognize faces of their own race more accurately than faces of other races. The “contact” hypothesis suggests that this “other‐race effect” occurs as a result of the greater experience we have with own‐ versus other‐race faces. The computational mechanisms that may underlie different versions of the contact hypothesis were explored in this study. We replicated the other‐race effect with human participants and evaluated four classes of computational face recognition algorithms for the presence of an other‐race effect. Consistent with the predictions of a developmental contact hypothesis, “experience‐based models” demonstrated an other‐race effect only when the representational system was developed through experience that warped the perceptual space in a way that was sensitive to the overall structure of the model's experience with faces of different races. When the model's representation relied on a feature set optimized to encode the information in the learned faces, experience‐based algorithms recognized minority‐race faces more accurately than majority‐race faces. The results suggest a developmental learning process that warps the perceptual space to enhance the encoding of distinctions relevant for own‐race faces. This feature space limits the quality of face representations for other‐race faces.     

Looking young for your age: Perceptions of anti‐aging actions

Despite the potential benefits of looking young, we predicted that older adults who attempt to look younger than they are would threaten the distinctiveness of young adults' social identity and, for this reason, such “passers” would be evaluated negatively. In three experiments we found that both male and female young adults negatively evaluated older adults who attempt to look younger compared to older adults who do not attempt to do so. Both male and female targets who attempt to look younger were evaluated negatively (Experiment 2), and these negative evaluations were a function of experienced threat to young adults' social identities (Experiment 3). Older adults may attempt to look young to avoid age‐based prejudice or conform to existing standards, but doing so can result in negative evaluations by younger people. Copyright © 2010 John Wiley & Sons, Ltd.     

Thinking about multiple identities boosts children’s flexible thinking

Studies of children's developing social identification often focus on individual forms of identity. Yet, everyone has multiple potential identities. Here we investigated whether making children aware of their multifaceted identities—effectively seeing themselves from multiple angles—would promote their flexible thinking. In Experiment 1, 6‐ to 7‐year‐old children (N = 48) were assigned to either a Multiple‐Identities condition where they were led to consider their multiple identities (e.g. friend, neighbor) or to a Physical‐Traits condition where they considered their multiple physical attributes (e.g. legs, arms). Children in the Multiple‐Identity condition subsequently expressed greater flexibility at problem‐solving and categorization than children in the Physical‐Traits condition. Experiment 2 (N = 72) replicated these findings with a new sample of 6‐ to 7‐year‐old children and demonstrated that a Multiple‐Identity mindset must be self‐relevant. Children who were led to think about another child's multiple identities did not express as much subsequent creative thinking as did children who thought about their own multiple identities. Experiment 3 (N = 76) showed that a Mmultiple‐Identity framework may be particularly effective when the identities are presented via generic language suggesting that they are enduring traits (in this case, identities depicted as noun phrases rather than verbal phrases). These findings illustrate that something as simple as thinking about one's identity from multiple angles could serve as a tool to help reduce rigid thinking, which might increase open‐mindedness in a society that is becoming increasingly diverse.     

Matching Face Images Taken on the Same Day or Months Apart: the Limitations of Photo ID

It is well‐established that matching images of unfamiliar faces is rather error prone. However, there is an important mismatch between face matching in laboratory and realistic settings. All of the currently available face‐matching databases were designed to establish the baseline level of unfamiliar face perception. Therefore, target and test images for each face identity have been taken on the same day, minimizing within‐face variations. In realistic settings, on the other hand, faces do vary, even day to day. This study examined the proficiency of matching images of unfamiliar faces, which were taken on the same day or months apart. In two experiments, same‐day images were matched substantially more accurately and faster than different‐date photographs using the standard 1‐in‐10 and pairwise face‐matching tasks. This suggests that experimental studies on face matching underestimate its difficulty in real‐world situations. Photographs of unfamiliar faces seem to be unreliable proofs of identity, especially if the ID documents do not use very recent images of the holders. Copyright © 2013 John Wiley & Sons, Ltd.     

What happens to our representation of identity as familiar faces age? Evidence from priming and identity aftereffects

Matching identity in images of unfamiliar faces is error prone, but we can easily recognize highly variable images of familiar faces – even images taken decades apart. Recent theoretical development based on computational modelling can account for how we recognize extremely variable instances of the same identity. We provide complementary behavioural data by examining older adults’ representation of older celebrities who were also famous when young. In Experiment 1, participants completed a long-lag repetition priming task in which primes and test stimuli were the same age or different ages. In Experiment 2, participants completed an identity after effects task in which the adapting stimulus was an older or young photograph of one celebrity and the test stimulus was a morph between the adapting identity and a different celebrity; the adapting stimulus was the same age as the test stimulus on some trials (e.g., both old) or a different age (e.g., adapter young, test stimulus old). The magnitude of priming and identity after effects were not influenced by whether the prime and adapting stimulus were the same age or different age as the test face. Collectively, our findings suggest that humans have one common mental representation for a familiar face (e.g., Paul McCartney) that incorporates visual changes across decades, rather than multiple age-specific representations. These findings make novel predictions for state-of-the-art algorithms (e.g., Deep Convolutional Neural Networks).     

A perceptual discrimination investigation of the own‐race effect and intergroup experience

Research over the past two decades has demonstrated that individuals are better at the recognition and discrimination of own‐ versus other‐race faces. Recent evidence, however, supports an own‐race effect at the level of perceptual encoding in adults. The current study examines the perceptual basis of the own‐race effect in secondary students from two racially segregated communities (White and South Asian). The contact hypothesis is investigated, as other‐race experience may influence other‐race face perception. Face stimuli were generated by morphing together South Asian and White faces along a linear continuum. In a same/different perceptual discrimination task participants judged whether face stimuli were physically identical to, or different from, the original faces. Results revealed a significant own‐race effect for the White participants only, wherein they were better at discriminating White relative to South Asian faces. Other‐race individuating experience was found to predict the own‐race effect, indicating that other‐race experience influences other‐race face perceptual expertise. Copyright © 2006 John Wiley & Sons, Ltd.     

Line‐up Misidentifications: When Being ‘Prototypically Black’ is Perceived as Criminal

Eyewitness misidentifications are the leading factor contributing to wrongful convictions. Black men, more than any other racial group, are disproportionately affected by this, thus elevating the importance of identifying factors that contribute to the false recollection of unseen faces. In the current studies, we tested whether misplaced familiarity and subsequent misidentification of Black faces was underpinned by the degree to which target faces were considered ‘prototypical’ (i.e., representative) of the Black race category. First, results revealed that Black faces with stereotypical facial features were accurately categorized as ‘Black’ quicker than faces with nonstereotypical features (Experiment 1). Moreover, identification errors were higher for both face recognition (Experiment 2) and line‐up identification (Experiment3) for stereotypical‐featured than nonstereotypical‐featured faces. Overall, results suggest that stereotypical Black faces are representative of the category ‘Black’ and facilitated feelings of familiarity and the endorsement of memory errors that may underpin eyewitness misidentifications. Copyright © 2013 John Wiley & Sons, Ltd.