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The Measure of Perceived Similarity Between Faces: Old Issues for a New Method

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Abstract

Measuring perceived similarity is an important issue in visual perception of faces, since a measure of the perceived similarity between faces may be used to investigate fundamental tasks like face categorization and recognition. Despite its fundamental role, measuring perceived similarity between faces is not trivial from both a theoretical and methodological point of view. In this paper we present theoretical arguments that undermine the method currently most used to measure perceived similarity between faces in visual perception, and we propose an alternative method. We finally compare the two methods and find some empirical evidence that the proposed method can provide a more reliable evaluation of the perceived similarity between faces.

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Notes

  1. Note that the proposed method is constructed to be intrinsically context-dependent, even if experiments with a change of context could be developed in order to provide an empirical support to its context-dependency.

References

  • Alvergne, A., C. Faurie, and M. Raymond. 2010. Are parents’ perceptions of offspring facial resemblance consistent with actual resemblance? Effects on parental investment. Evolution and Human Behaviour 31: 7–15.

    Article  Google Scholar 

  • Ashby, F.G., and N.A. Perrin. 1988. Toward a unified theory of similarity and recognition. Psychological Review 95: 124–150.

    Article  Google Scholar 

  • Barsalou, L.W. 1982. Context-independent and context-dependent information in concepts. Memory and Cognition 10: 82–93.

    Article  Google Scholar 

  • Barsalou, L.W. 1983. Ad hoc categories. Memory and Cognition 11: 211–227.

    Article  Google Scholar 

  • Bassok, M., and D.L. Medin. 1997. Birds of a feather flock together: Similarity judgments with semantically rich stimuli. Journal of Memory and Language 36: 311–336.

    Article  Google Scholar 

  • Cox, T.F., and M.A.A. Cox. 1994. Multidimensional scaling. London: Chapman and Hall.

    Google Scholar 

  • Dal Martello, M.F., and L.T. Maloney. 2006. Where are kin recognition signals in the human face? Journal of Vision 6: 1356–1366.

    Article  Google Scholar 

  • DeBruine, L.M. 2002. Facial resemblance enhances trust. Proceeding of the Royal Society B 269: 1307–1312.

    Article  Google Scholar 

  • DeBruine, L.M. 2004a. Resemblance to self increases the appeal of child faces to both men and women. Evolution and Human Behaviour 25: 142–154.

    Article  Google Scholar 

  • DeBruine, L.M. 2004b. Facial resemblance increases the attractiveness of same-sex faces more than other-sex faces. Proceeding of the Royal Society B 271: 2085–2090.

    Article  Google Scholar 

  • DeBruine, L.M. 2005. Trustworthy but not lust-worthy: Context-specific effects of facial resemblance. Proceeding of the Royal Society B 272: 919–922.

    Article  Google Scholar 

  • DeBruine, L.M., F.G. Smith, B.C. Jones, S.C. Roberts, M. Petrie, and T.D. Spector. 2009. Kin recognition signals in adult faces. Vision Research 49: 38–43.

    Article  Google Scholar 

  • Edelman, S., & Shahbazi, R. (2012). Renewing the respect for similarity. Frontiers in Computational Neuroscience, 6.

  • Ellis, H.D., J.B. Deregowski, and J.W. Shepherd. 1975. Descriptions of white and black faces by white and black subjects. International Journal of Psychology 10: 119–123.

    Article  Google Scholar 

  • Freeman, J.B., A.M. Penner, A. Saperstein, M. Scheutz, and N. Ambady. 2011. Looking the part: Social status cues shape race perception. PLoS ONE 6: 1–10.

    Article  Google Scholar 

  • Gentner, D., and A.B... Markman. 1994. Structural alignment in comparison: No difference without similarity. Psychological Science 5: 152–158.

  • Gentner, D., and A.B... Markman. 1997. Structure mapping in analogy and similarity. American Psychologist 52: 45–56.

  • Goldstone, R.L. 1994. The role of similarity in categorization: providing a groundwork. Cognition 52: 125–157.

    Article  Google Scholar 

  • Goodman, N. 1972. Seven structures on similarity. In Problems and projects, ed. N. Goodman. New York: Bobbs-Merrill.

    Google Scholar 

  • Jones, M., and B. Love. 2007. Beyond common features: The role of roles in determining similarity. Cognitive Psychology 55: 196–231.

    Article  Google Scholar 

  • Krantz, D.H. 1967. Rational distance functions for multidimensional scaling. Journal of Mathematical Psychology 4: 226–245.

    Article  Google Scholar 

  • Lee, M.D. 2001. Determining the dimensionality of multidimensional scaling representations for cognitive modeling. Journal of Mathematical Psychology 45: 149–166.

    Article  Google Scholar 

  • Likert, R. 1932. A technique for the measurement of attitudes. Archives of Psychology 140: 1–55.

    Google Scholar 

  • Lin, E.L., and G.L. Murphy. 2001. Thematic relations in adults’ concepts. Journal of Experimental Psychology: General 130: 3–28.

    Article  Google Scholar 

  • Lorusso, L., G. Brelstaff, L. Brodo, A. Lagorio, and E. Grosso. 2011. Visual judgments of kinship: An alternative perspective. Perception 40: 1282–1289.

    Article  Google Scholar 

  • Maloney, L.T., and M.F. Dal Martello. 2006. Kin recognition and the perceived facial similarity of children. Journal of Vision 6: 1047–1056.

    Article  Google Scholar 

  • Maloney, L.T., and J.N. Yang. 2003. Maximum likelihood difference scaling. Journal of Vision 3: 573–585.

    Article  Google Scholar 

  • Markman, A.B..., and D. Gentner. 1993a. Splitting the difference: A structural alignment view of similarity. Journal of Memory and Language 32: 517–535.

    Article  Google Scholar 

  • Markman, A.B..., and D. Gentner. 1993b. Structural alignment during similarity comparisons. Cognitive Psychology 25: 431–467.

    Article  Google Scholar 

  • Markman, A.B..., and D. Gentner. 1996. Commonalities and differences in similarity comparisons. Memory and Cognition 24: 235–249.

    Article  Google Scholar 

  • Markman, E.M., and J.E. Hutchinson. 1984. Children’s sensitivity to constraints on word meaning: Taxonomic versus thematic relations. Cognitive Psychology 16: 1–27.

    Article  Google Scholar 

  • Medin, D.L., R.L. Goldstone, and D. Gentner. 1993. Respects for similarity. Psychological Review 100: 254–278.

    Article  Google Scholar 

  • Navidi, W. 2010. Statistics for Engineers and Scientists, 3rd ed. New York: McGraw-Hill.

    Google Scholar 

  • Nosofsky, R.M. 1986. Attention, similarity, and the identification-categorization relationship. Journal of Experimental Psychology: General 115: 39–57.

    Article  Google Scholar 

  • Nosofsky, R.M. 1992. Exemplar-based approach to relating categorization, identification, and recognition. In Multidimensional models of perception and cognition, ed. F.G. Ashby. Hillsdale: Erlbaum.

    Google Scholar 

  • Nosofsky, R.M., S.E. Clark, and H.J. Shin. 1989. Rules and exemplars in categorization, identification, and recognition. Journal of Experimental Psychology: Learning, Memory, and Cognition 15: 282–304.

    Google Scholar 

  • O’Toole, A.J., H. Abdi, K.A. Deffenbacher, et al. 1993. Low-dimensional representation of faces in higher dimensions of the face space. JOSA A 10: 405–411.

    Article  Google Scholar 

  • O’Toole, A.J., K.A. Deffenbacher, D. Valentin, et al. 1998. The perception of face gender: The role of stimulus structure in recognition and classification. Memory & Cognition 26: 146–160.

    Article  Google Scholar 

  • Platek, S.M., D.M. Raines, G.G. Gallup Jr., et al. 2004. Reactions to children’s faces: Males are more affected by resemblance than females are, and so are their brains. Evolution and Human Behaviour 25: 394–405.

    Article  Google Scholar 

  • Posner, M.I., and S.W. Keele. 1968. On the genesis of abstract idea. Journal of Experimental Psychology 77: 353–363.

    Article  Google Scholar 

  • Reed, S.K. 1972. Pattern recognition and categorization. Cognitive Psychology 3: 382–407.

    Article  Google Scholar 

  • Shanon, B. 1988. On similarity of features. New Ideas in Psychology 6: 307–321.

    Article  Google Scholar 

  • Shepard, R.N. 1957. Stimulus and response generalization: A stochastic model relating generalization to distance in psychological space. Psychometrika 22: 325–345.

    Article  Google Scholar 

  • Shepard, R.N. 1962. The analysis of proximities: Multidimensional scaling with an unknown distance function. Psychometrika 27: 125–140.

    Article  Google Scholar 

  • Shepard, R.N. 1991. Integrality versus separability of stimulus dimensions: From an early convergence of evidence to a proposed theoretical basis. In The perception of structure: Essays in honor of Wendell R Garner, ed. J.R. Pomerantz and G.L. Lockhead, 53–71. Washington: American Psychological Association.

    Chapter  Google Scholar 

  • Shepard, R.N. 1994. Perceptual-cognitive universals as reflections of the world. Psychonomic Bulletin & Review 1: 2–28.

    Article  Google Scholar 

  • Simmons, S., and Z. Estes. 2008. Individual differences in the perception of similarity and difference. Cognition 108: 781–795.

    Article  Google Scholar 

  • Sjoberg, L. 1972. A cognitive theory of similarity. Goteborg Psychological Reports 2: 10.

    Google Scholar 

  • Tversky, A. 1977. Features of similarity. Psychological Review 84: 327–352.

    Article  Google Scholar 

  • Tversky, A., and I. Gati. 1982. Similarity, separability, and the triangle inequality. Psychological Review 89: 123–154.

    Article  Google Scholar 

  • Valentine, T. 1991. A unified account of the effects of distinctiveness, inversion, and race in face recognition. The Quarterly Journal of Experimental Psychology 43: 161–204.

    Article  Google Scholar 

  • Valentine, T. 2001. Face-space models of face recognition. In Computational, geometric, and process perspectives on facial cognition: Contexts and challenges, ed. M.J. Wenger and J.T. Townsend, 83–113. Hillsdale: Lawrence Erlbaum.

    Google Scholar 

  • Wittgenstein, L. 1953. Philosophical investigations. Oxford: Basil Blackwell.

    Google Scholar 

  • Zebrowitz, L.A. 2006. Finally, faces find favor. Social Cognition 24: 657–701.

    Article  Google Scholar 

Download references

Acknowledgments

We would like to thank an anonymous reviewer for helpful comments and suggestions that improved parts of the manuscript. We would also like to thank Giuliana Frau for creating Fig. 1 and Paul Egré for his generous support. This research was funded through a Regional grant n. CRP-18397-2009, Regione Sardegna (Italy), and a P.O.R. SARDEGNA F.S.E. 2007–2013 fellowship.

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Correspondence to Ludovica Lorusso.

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Lorusso, L., Pulina, L. & Grosso, E. The Measure of Perceived Similarity Between Faces: Old Issues for a New Method. Rev.Phil.Psych. 6, 317–339 (2015). https://doi.org/10.1007/s13164-014-0229-9

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