Judging Others by Your Own Standards: Attractiveness of Primate Faces as Seen by Human Respondents
Status PubMed-not-MEDLINE Jazyk angličtina Země Švýcarsko Médium electronic-ecollection
Typ dokumentu časopisecké články
PubMed
30618913
PubMed Central
PMC6297365
DOI
10.3389/fpsyg.2018.02439
Knihovny.cz E-zdroje
- Klíčová slova
- colors, facial attractiveness, human preferences, primates, uncanny valley, visual cues, visual perception,
- Publikační typ
- časopisecké články MeSH
The aspects of facial attractiveness have been widely studied, especially within the context of evolutionary psychology, which proposes that aesthetic judgements of human faces are shaped by biologically based standards of beauty reflecting the mate quality. However, the faces of primates, who are very similar to us yet still considered non-human, remain neglected. In this paper, we aimed to study the facial attractiveness of non-human primates as judged by human respondents. We asked 286 Czech respondents to score photos of 107 primate species according to their perceived "beauty." Then, we analyzed factors affecting the scores including morphology, colors, and human-likeness. We found that the three main primate groups were each scored using different cues. The proportions of inner facial features and distinctiveness are cues widely reported to affect human facial attractiveness. Interestingly, we found that these factors also affected the attractiveness scores of primate faces, but only within the Catarrhines, i.e., the primate group most similar to humans. Within this group, human-likeness positively affected the attractiveness scores, and facial extremities such as a prolonged nose or exaggerated cheeks were considered the least attractive. On the contrary, the least human-like prosimians were scored as the most attractive group. The results are discussed in the context of the "uncanny valley," the widely discussed empirical rule.
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Akaike H. (1998). “Information theory and an extension of the maximum likelihood principle,” in Selected Papers of Hirotugu Akaike eds Parzen E., Tanabe K., Kitagawa G. (New York, NY: Springer; ) 199–213. 10.1007/978-1-4612-1694-0_15 DOI
Archer J., Monton S. (2011). Preferences for infant facial features in pet dogs and cats. Ethology 117 217–226. 10.1111/j.1439-0310.2010.01863.x DOI
Bonner L., Burton A. M. (2004). 7–11-year-old children show an advantage for matching and recognizing the internal features of familiar faces: evidence against a developmental shift. Q. J. Exp. Psychol. A 57 1019–1029. 10.1080/02724980343000657 PubMed DOI
Borgi M., Cogliati-Dezza I., Brelsford V., Meints K., Cirulli F. (2014). Baby schema in human and animal faces induces cuteness perception and gaze allocation in children. Front. Psychol. 5:411. 10.3389/fpsyg.2014.00411 PubMed DOI PMC
Borkenau P., Brecke S., Möttig C., Paelecke M. (2009). Extraversion is accurately perceived after a 50-ms exposure to a face. J. Res. Pers. 43 703–706. 10.1016/j.jrp.2009.03.007 DOI
Burleigh T. J., Schoenherr J. R., Lacroix G. L. (2013). Does the uncanny valley exist? An empirical test of the relationship between eeriness and the human likeness of digitally created faces. Comput. Hum. Behav. 29 759–771. 10.1016/j.chb.2012.11.021 DOI
Calvo M. G., Nummenmaa L. (2016). Perceptual and affective mechanisms in facial expression recognition: an integrative review. Cogn. Emot. 30 1081–1106. 10.1080/02699931.2015.1049124 PubMed DOI
Campbell R., Walker J., Baron-Cohen S. (1995). The development of differential use of inner and outer face features in familiar face identification. J. Exp. Child Psychol. 59 196–210. 10.1006/jecp.1995.1009 DOI
Cicchetti D. V. (1994). Guidelines, criteria, and rules of thumb for evaluating normed and standardized assessment instruments in psychology. Psychol. Assess. 6 284–290. 10.1037/1040-3590.6.4.284 DOI
Coetzee V., Faerber S. J., Greeff J. M., Lefevre C. E., Re D. E., Perrett D. I. (2012). African perceptions of female attractiveness. PLoS One 7:e48116. 10.1371/journal.pone.0048116 PubMed DOI PMC
DeBruine L. M. (2005). Trustworthy but not lust-worthy: context-specific effects of facial resemblance. P. Roy. Soc. Lond. B 272 919–922. 10.1098/rspb.2004.3003 PubMed DOI PMC
Deffenbacher K. A., Vetter T., Johanson J., O’Toole A. J. (1998). Facial aging, attractiveness, and distinctiveness. Perception 27 1233–1243. 10.1068/p271233 PubMed DOI
Diamond R., Carey S. (1986). Why faces are and are not special: an effect of expertise. J. Exp. Psychol. Gen. 115 107–117. 10.1037/0096-3445.115.2.107 PubMed DOI
Dixson A. F. (2012). Comparative Studies of the Prosimians, Monkeys, Apes, and Humans. Oxford: Oxford University Press; 808 10.1093/acprof:osobl/9780199544646.001.0001 DOI
Dufour V., Petit O. (2010). Recognition of monkey faces by monkey experts. J. Ethol. 28 231–238. 10.1007/s10164-009-0174-8 DOI
Ekman P., Friesen W. V. (1986). A new pan-cultural facial expression of emotion. Motiv. Emot. 10 159–168. 10.1007/BF00992253 PubMed DOI
Elia I. E. (2013). A foxy view of human beauty: implications of the farm fox experiment for understanding the origins of structural and experiential aspects of facial attractiveness. Q. Rev. Biol. 88 163–183. 10.1086/671486 PubMed DOI
Elliot A. J., Niesta Kayser D., Greitemeyer T., Lichtenfeld S., Gramzow R. H., Maier M. A., et al. (2010). Red, rank, and romance in women viewing men. J. Exp. Psychol. Gen. 139 399–417. 10.1037/a0019689 PubMed DOI
Ellis H. D., Shepherd J. W., Davies G. M. (1979). Identification of familiar and unfamiliar faces from internal and external features: some implications for theories of face recognition. Perception 8 431–439. 10.1068/p080431 PubMed DOI
Fink B., Grammer K., Matts P. J. (2006). Visible skin color distribution plays a role in the perception of age, attractiveness, and health in female faces. Evol. Hum. Behav. 27 433–442. 10.1016/j.evolhumbehav.2006.08.007 DOI
Fink B., Grammer K., Thornhill R. (2001). Human (Homo sapiens) facial attractiveness in relation to skin texture and color. J. Comp. Psychol. 115 92–99. 10.1037/0735-7036.115.1.92 PubMed DOI
Fink B., Matts P. J., D’Emiliano D., Bunse L., Weege B., Röder S. (2012). Colour homogeneity and visual perception of age, health and attractiveness of male facial skin. JEADV 26 1486–1492. 10.1111/j.1468-3083.2011.04316.x PubMed DOI
Fink B., Penton-Voak I. (2002). Evolutionary psychology of facial attractiveness. Curr. Dir. Psychol. Sci. 11 154–158. 10.1111/1467-8721.00190 DOI
Finstermeier K., Zinner D., Brameier M., Meyer M., Kreuz E., Hofreiter M., et al. (2013). A mitogenomic phylogeny of living primates. PLoS One 8:e69504. 10.1371/journal.pone.0069504 PubMed DOI PMC
Fisher M. L. (2004). Female intrasexual competition decreases female facial attractiveness. P. Roy. Soc. Lond. B 271 S283–S285. 10.1098/rsbl.2004.0160 PubMed DOI PMC
Fridlund A. J. (1994). Human Facial Expression: An Evolutionary View. San Diego, CA: Academic Press.
Frisby C. M. (2006). “Shades of beauty”: examining the relationship of skin color to perceptions of physical attractiveness. Facial Plast. Sur. 22 175–179. 10.1055/s-2006-950174 PubMed DOI
Frynta D., Landová E., Lišková S. (2014). “Animal beauty, cross-cultural perceptions,” in Encyclopedia of Quality of Life and Well-Being Research ed. Michalos A. C. (Dordrecht: Springer; ).
Frynta D., Lišková S., Bültmann S., Burda H. (2010). Being attractive brings advantages: the case of parrot species in captivity. PLoS One 5:e12568. 10.1371/journal.pone.0012568 PubMed DOI PMC
Frynta D., Marešová E., Landová E., Lišková S., Šimková O., Tichá I., et al. (2009). “Are animals in zoos rather conspicuous than endangered?,” in Endangered Species - New Research eds Columbus A. M., Kuznetsov L. (New York, NY: Nova Science Publishers, Inc; ) 299–341.
Frynta D., Šimková O., Lišková S., Landová E. (2013). Mammalian collection on Noah’s ark: the effects of beauty, brain and body size. PLoS One 8:e63110. 10.1371/journal.pone.0063110 PubMed DOI PMC
Ge L., Anzures G., Wang Z., Kelly D. J., Pascalis O., Quinn P. C., et al. (2008). An inner face advantage in children’s recognition of familiar peers. J. Exp. Child Psychol. 101 124–136. 10.1016/j.jecp.2008.05.006 PubMed DOI PMC
Ge L., Zhang H., Wang Z., Quinn P. C., Pascalis O., Kelly D., et al. (2009). Two faces of the other-race effect: recognition and categorisation of Caucasian and Chinese faces. Perception 38 1199–1210. 10.1068/p6136 PubMed DOI
Geissmann T., Groves C. P., Roos C. (2004). The Tenasserim lutung, Trachypithecus barbei (Blyth, 1847)(Primates: Cercopithecidae): description of a live specimen, and a reassessment of phylogenetic affinities, taxonomic history, and distribution. Bijdr. Dierkunde 73 271–282.
Gordon A. D. (2006). Scaling of size and dimorphism in primates II: macroevolution. Int. J. Primatol. 27 63–105. 10.1007/s10764-005-9004-1 DOI
Gothard K. M., Brooks K. N., Peterson M. A. (2009). Multiple perceptual strategies used by macaque monkeys for face recognition. Anim. Cogn. 12 155–167. 10.1007/s10071-008-0179-7 PubMed DOI
Grammer K., Thornhill R. (1994). Human (Homo sapiens) facial attractiveness and sexual selection: the role of symmetry and averageness. J. Comp. Psychol. 108 233–242. 10.1037/0735-7036.108.3.233 PubMed DOI
Halberstadt J., Rhodes G. (2000). The attractiveness of nonface averages: implications for an evolutionary explanation of the attractiveness of average faces. Psychol. Sci. 11 285–289. 10.1111/1467-9280.00257 PubMed DOI
Halberstadt J., Rhodes G. (2003). It’s not just average faces that are attractive: computer-manipulated averageness makes birds, fish, and automobiles attractive. Psychon. B. Rev. 10 149–156. 10.3758/BF03196479 PubMed DOI
Hallgren K. A. (2012). Computing inter-rater reliability for observational data: an overview and tutorial. Tutor. Quant. Methods Psychol. 8 23–34. 10.20982/tqmp.08.1.p023 PubMed DOI PMC
Hancock P. J., Little A. C. (2011). Adaptation may cause some of the face caricature effect. Perception 40 317–322. 10.1068/p6865 PubMed DOI
Hanson D. (2005). “Expanding the aesthetic possibilities for humanoid robots,” in IEEE-RAS International Conference on Humanoid Robots (Birmingham) 24–31.
Haxby J. V., Hoffman E. A., Gobbini M. I. (2000). The distributed human neural system for face perception. Trends Cogn. Sci. 4 223–233. 10.1016/S1364-6613(00)01482-0 PubMed DOI
Hecht J., Horowitz A. (2015). Seeing dogs: human preferences for dog physical attributes. Anthrozoös 28 153–163. 10.2752/089279315X14129350722217 DOI
Hughes K. D., Higham J. P., Allen W. L., Elliot A. J., Hayden B. Y. (2015). Extraneous color affects female macaques’ gaze preference for photographs of male conspecifics. Evol. Hum. Behav. 36 25–31. 10.1016/j.evolhumbehav.2014.08.003 PubMed DOI PMC
Jones B. C., DeBruine L. M., Main J. C., Little A. C., Welling L. L., Feinberg D. R., et al. (2010). Facial cues of dominance modulate the short-term gaze-cuing effect in human observers. P. Roy. Soc. Lond. B 277 617–624. 10.1098/rspb.2009.1575 PubMed DOI PMC
Jones B. C., Little A. C., Burt D. M., Perrett D. I. (2004). When facial attractiveness is only skin deep. Perception 33 569–576. 10.1068/p3463 PubMed DOI
Jones D., Hill K. (1993). Criteria of facial attractiveness in five populations. Hum. Nature 4 271–296. 10.1007/BF02692202 PubMed DOI
Kay R. F., Plavcan J. M., Glander K. E., Wright P. C. (1988). Sexual selection and canine dimorphism in New World monkeys. Am. J. Phys. Anthropol. 77 385–397. 10.1002/ajpa.1330770311 PubMed DOI
Komori M., Kawamura S., Ishihara S. (2009). Averageness or symmetry: which is more important for facial attractiveness? Acta Psychol. 131 136–142. 10.1016/j.actpsy.2009.03.008 PubMed DOI
Kościński K. (2007). Facial attractiveness: general patterns of facial preferences. Anthropol. Rev. 70 45–79. 10.2478/v10044-008-0001-9 DOI
Landová E., Bakhshaliyeva N., Janovcová M., Peléšková Š, Suleymanova M., Polák J., et al. (2018). Association between fear and beauty evaluation of snakes: cross-cultural findings. Front. Psychol. 9:333. 10.3389/fpsyg.2018.00333 PubMed DOI PMC
Landová E., Marešová J., Šimková O., Cikánová V., Frynta D. (2012). Human responses to live snakes and their photographs: evaluation of beauty and fear of the king snakes. J. Environ. Psychol. 32 69–77. 10.1016/j.jenvp.2011.10.005 DOI
Lee K., Byatt G., Rhodes G. (2000). Caricature effects, distinctiveness, and identification: testing the face-space framework. Psychol. Sci. 11 379–385. 10.1111/1467-9280.00274 PubMed DOI
Lei R. (2008). Nocturnal Lemur Diversity at Masoala National Park (No. 53). Lubbock, TX: Museum of Texas Tech University; 10.5962/bhl.title.142673 DOI
Leutenegger W., Kelly J. T. (1977). Relationship of sexual dimorphism in canine size and body size to social, behavioral, and ecological correlates in anthropoid primates. Primates 18 117–136. 10.1007/BF02382954 PubMed DOI
Lindenfors P., Tullberg B. S. (1998). Phylogenetic analyses of primate size evolution: the consequences of sexual selection. Biol. J. Linn. Soc. 64 413–447. 10.1111/j.1095-8312.1998.tb00342.x PubMed DOI
Lišková S., Frynta D. (2013). What determines bird beauty in human eyes? Anthrozoös 26 27–41. 10.2752/175303713X13534238631399 DOI
Lišková S., Landová E., Frynta D. (2015). Human preferences for colorful birds: vivid colors or pattern? Evol. Psychol. 13 339–359. 10.1177/147470491501300203 PubMed DOI
Little A. C., Hancock P. J. (2002). The role of masculinity and distinctiveness in judgments of human male facial attractiveness. Brit. J. Psychol. 93 451–464. 10.1348/000712602761381349 PubMed DOI
Little A. C., Jones B. C., DeBruine L. M. (2011). Facial attractiveness: evolutionary based research. Philos T. Roy. Soc. B 366 1638–1659. 10.1098/rstb.2010.0404 PubMed DOI PMC
Little A. C., Jones B. C., DeBruine L. M., Feinberg D. R. (2008). Symmetry and sexual dimorphism in human faces: interrelated preferences suggest both signal quality. Behav. Ecol. 19 902–908. 10.1093/beheco/arn049 DOI
Little A. C., Jones B. C., Penton-Voak I. S., Burt D. M., Perrett D. I. (2002). Partnership status and the temporal context of relationships influence human female preferences for sexual dimorphism in male face shape. P. Roy. Soc. Lond. B 269 1095–1100. 10.1098/rspb.2002.1984 PubMed DOI PMC
Lovich J. E., Gibbons J. W. (1992). A review of techniques for quantifying sexual size dimorphism. Growth Dev. Aging 56 269–281. PubMed
MacDorman K. F., Green R. D., Ho C. C., Koch C. T. (2009). Too real for comfort? Uncanny responses to computer generated faces. Comput. Hum. Behav. 25 695–710. 10.1016/j.chb.2008.12.026 PubMed DOI PMC
Marešová J., Landová E., Frynta D. (2009). What makes some species of milk snakes more attractive to humans than others? Theor. Biosci. 128 227–235. 10.1007/s12064-009-0075-y PubMed DOI
Matts P. J., Fink B., Grammer K., Burquest M. (2007). Color homogeneity and visual perception of age, health, and attractiveness of female facial skin. J. Am. Acad. Dermatol. 57 977–984. 10.1016/j.jaad.2007.07.040 PubMed DOI
Maurer D., Le Grand R., Mondloch C. J. (2002). The many faces of configural processing. Trends Cogn. Sci. 6 255–260. 10.1016/S1364-6613(02)01903-4 PubMed DOI
Mauro R., Kubovy M. (1992). Caricature and face recognition. Mem. Cogn. 20 433–440. 10.3758/BF03210927 PubMed DOI
Mayor M. I., Sommer J. A., Houck M. L., Zaonarivelo J. R., Wright P. C., Ingram C., et al. (2004). Specific status of Propithecus spp. Int. J. Primatol. 25 875–900. 10.1023/B:IJOP.0000029127.31190.e9 DOI
McGraw K. O., Wong S. P. (1996). Forming inferences about some intraclass correlation coefficients. Psychol. Methods 1 30–46. 10.1037/1082-989X.1.1.30 DOI
Michel C., Caldara R., Rossion B. (2006). Same-race faces are perceived more holistically than other-race faces. Vis. Cogn. 14 55–73. 10.1080/13506280500158761 DOI
Mitchell W. J., Szerszen K. A. Sr., Lu A. S., Schermerhorn P. W., Scheutz M., MacDorman K. F. (2011). A mismatch in the human realism of face and voice produces an uncanny valley. IPerception 2 10–12. 10.1068/i0415 PubMed DOI PMC
Mittermeier R. A., Louis E. E., Richardson M., Schwitzer C., Langrand O., Rylands A. B., et al. (2010). Lemurs of Madagascar. Illustrated by Nash S. D. 3rd Edn. Arlington, VA: Conservation International.
Mitteroecker P., Gunz P., Windhager S., Schaefer K. (2013). A brief review of shape, form, and allometry in geometric morphometrics, with applications to human facial morphology. Hystrix It. J. Mamm. 24 59–66. 10.4404/hystrix-24.1-6369 DOI
Mori M., MacDorman K. F., Kageki N. (2012). The uncanny valley [from the field]. IEEE Robot Autom. Mag. 19 98–100. 10.1109/MRA.2012.2192811 DOI
Oksanen J., Blanchet F. G., Friendly M., Kindt R., Legendre P., McGlinn D., et al. (2017). Vegan: Community Ecology Package. R Package Version 2.4-5.
O’Toole A. J., Price T., Vetter T., Bartlett J. C., Blanz V. (1999). 3D shape and 2D surface textures of human faces: the role of “averages” in attractiveness and age. Image Vis. Comput. 18 9–19. 10.1016/S0262-8856(99)00012-8 DOI
Pascalis O., Bachevalier J. (1998). Face recognition in primates: a cross-species study. Behav. Process. 43 87–96. 10.1016/S0376-6357(97)00090-9 PubMed DOI
Pastorini J., Forstner M. R., Martin R. D. (2001). Phylogenetic history of sifakas (Propithecus: lemuriformes) derived from mtDNA sequences. Am. J. Primatol. 53 1–17. 10.1002/1098-2345(200101)53:1<1::AID-AJP1>3.0.CO;2-J PubMed DOI
Penton-Voak I. S., Pound N., Little A. C., Perrett D. I. (2006). Personality judgments from natural and composite facial images: more evidence for a “kernel of truth” in social perception. Soc. Cogn. 24 607–640. 10.1521/soco.2006.24.5.607 DOI
Perrett D. I., Burt D. M., Penton-Voak I. S., Lee K. J., Rowland D. A., Edwards R. (1999). Symmetry and human facial attractiveness. Evol. Hum. Behav. 20 295–307. 10.1016/S1090-5138(99)00014-8 DOI
Perrett D. I., Lee K. J., Penton-Voak I., Rowland D., Yoshikawa S., Burt D. M., et al. (1998). Effects of sexual dimorphism on facial attractiveness. Nature 394 884–887. 10.1038/29772 PubMed DOI
Perrett D. I., May K. A., Yoshikawa S. (1994). Facial shape and judgements of female attractiveness. Nature 368 239–242. 10.1038/368239a0 PubMed DOI
Pothos E. M., Chater N. (2002). A simplicity principle in unsupervised human categorization. Cogn. Sci. 26 303–343. 10.1016/S0364-0213(02)00064-2 DOI
Pothos E. M., Close J. (2008). One or two dimensions in spontaneous classification: a simplicity approach. Cognition 107 581–602. 10.1016/j.cognition.2007.11.007 PubMed DOI
Ptáčková J., Landová E., Lišková S., Kubìna A., Frynta D. (2017). Are the aesthetic preferences towards snake species already formed in pre-school aged children? Eur. J. Dev. Psychol. 14 16–31. 10.1080/17405629.2016.1144507 DOI
Purvis A. (1995). A composite estimate of primate phylogeny. Philos. T. Roy. Soc. B 348 405–421. 10.1098/rstb.1995.0078 PubMed DOI
R Development Core Team (2010). R: A Language and Environment for Statistical Computing. Vienna: R Foundation for Statistical Computing, Austria.
Rádlová S., Viktorin P., Frynta D. (2016). Barvocuc 2.0 Software for Color Image Analysis. Available at: http://www.nudz.cz/en/w_group/wg-on-emotions-and-phobias-triggered-by-animals/
Rankin M., Borah G. L. (2003). Perceived functional impact of abnormal facial appearance. Plast. Reconstr. Surg. 111 2140–2146. 10.1097/01.PRS.0000060105.63335.0C PubMed DOI
Re D. E., Whitehead R. D., Xiao D., Perrett D. I. (2011). Oxygenated-blood colour change thresholds for perceived facial redness, health, and attractiveness. PLoS One 6:e17859. 10.1371/journal.pone.0017859 PubMed DOI PMC
Rhodes G., Brennan S., Carey S. (1987). Identification and ratings of caricatures: implications for mental representations of faces. Cogn. Psychol. 19 473–497. 10.1016/0010-0285(87)90016-8 PubMed DOI
Rhodes G., Hickford C., Jeffery L. (2000). Sex-typicality and attractiveness: are supermale and superfemale faces super-attractive? Brit. J. Psychol. 91 125–140. 10.1348/000712600161718 PubMed DOI
Rhodes G., Tremewan T. (1996). Averageness, exaggeration, and facial attractiveness. Psychol. Sci. 7 105–110. 10.1111/j.1467-9280.1996.tb00338.x DOI
Rhodes G., Yoshikawa S., Clark A., Lee K., McKay R., Akamatsu S. (2001). Attractiveness of facial averageness and symmetry in non-Western cultures: in search of biologically based standards of beauty. Perception 30 611–625. 10.1068/p3123 PubMed DOI
Rowe N. (1996). The Pictorial Guide to the Living Primates. East Hampton, NY: Pogonias Press; 263.
Russell J. A. (1994). Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies. Psychol. Bull. 115 102–141. 10.1037/0033-2909.115.1.102 PubMed DOI
Samson N., Fink B., Matts P. J. (2010). Visible skin condition and perception of human facial appearance. Int. J. Cosmetic Sci. 32 167–184. 10.1111/j.1468-2494.2009.00535.x PubMed DOI
Santana S. E., Alfaro J. L., Alfaro M. E. (2012). Adaptive evolution of facial colour patterns in Neotropical primates. P. Roy. Soc. Lond. B 279 2204–2211. 10.1098/rspb.2011.2326 PubMed DOI PMC
Saygin A. P., Chaminade T., Ishiguro H., Driver J., Frith C. (2011). The thing that should not be: predictive coding and the uncanny valley in perceiving human and humanoid robot actions. Soc. Cogn. Affect. Neurosci. 7 413–422. 10.1093/scan/nsr025 PubMed DOI PMC
Scheib J. E., Gangestad S. W., Thornhill R. (1999). Facial attractiveness, symmetry and cues of good genes. P. Roy. Soc. Lond. B 266 1913–1917. 10.1098/rspb.1999.0866 PubMed DOI PMC
Seyama J. I., Nagayama R. S. (2007). The uncanny valley: effect of realism on the impression of artificial human faces. Presence Teleop. Virt. 16 337–351. 10.1162/pres.16.4.337 DOI
Sforza C., Laino A., D’Alessio R., Grandi G., Catti F., Ferrario V. F. (2007). Three-dimensional facial morphometry of attractive adolescent boys and girls. Prog. Orthod. 8 268–281. PubMed
Shrout P. E., Fleiss J. L. (1979). Intraclass correlations: uses in assessing rater reliability. Psychol. Bull. 86:420. 10.1037/0033-2909.86.2.420 PubMed DOI
Sobel I. (1978). Neighborhood coding of binary images for fast contour following and general binary array processing. Comput. Vis. Graph. 8 127–135. 10.1016/S0146-664X(78)80020-3 DOI
Stadie W. C. (1919). The oxygen of the arterial and venous blood in pneumonia and its relation to cyanosis. J. Exp. Med. 30 215–240. 10.1084/jem.30.3.215 PubMed DOI PMC
StatSoft (2010). STATISTICA (Data Analysis Software System), Version 9.1. Available at: www.statsoft.com
Steckenfinger S. A., Ghazanfar A. A. (2009). Monkey visual behavior falls into the uncanny valley. P. Natl. Acad. Sci. 106 18362–18366. 10.1073/pnas.0910063106 PubMed DOI PMC
Stephen I. D., Scott I. M., Coetzee V., Pound N., Perrett D. I., Penton-Voak I. S. (2012). Cross-cultural effects of color, but not morphological masculinity, on perceived attractiveness of men’s faces. Evol. Hum. Behav. 33 260–267. 10.1016/j.evolhumbehav.2011.10.003 DOI
Stephen I. D., Smith M. J. L., Stirrat M. R., Perrett D. I. (2009). Facial skin coloration affects perceived health of human faces. Int. J. Primatol. 30 845–857. 10.1007/s10764-009-9380-z PubMed DOI PMC
Stirrat M., Perrett D. I. (2010). Valid facial cues to cooperation and trust male facial width and trustworthiness. Psychol. Sci. 21 349–354. 10.1177/0956797610362647 PubMed DOI
Tanaka J. W., Kiefer M., Bukach C. M. (2004). A holistic account of the own-race effect in face recognition: evidence from a cross-cultural study. Cognition 93 B1–B9. 10.1016/j.cognition.2003.09.011 PubMed DOI
Taubert J. (2009). Chimpanzee faces are ’special’ to humans. Perception 38 343–356. 10.1068/p6254 PubMed DOI
Thomaz C. E. (2012). FEI Face Database. Available at: http://fei.edu.br/cet/facedatabase.html
Thornhill R., Gangestad S. W. (1999). Facial attractiveness. Trends Cogn. Sci. 3 452–460. 10.1016/S1364-6613(99)01403-5 PubMed DOI
Tinbergen N. (1951). The Study of Instinct. New York, NY: Oxford Univ. Press; 228.
Tobiasen J. M. (1987). Social judgments of facial deformity. Cleft Palate J. 24 323–327. PubMed
Trujillo L. T., Jankowitsch J. M., Langlois J. H. (2014). Beauty is in the ease of the beholding: a neurophysiological test of the averageness theory of facial attractiveness. Cogn. Affect. Behav. Neurosci. 14 1061–1076. 10.3758/s13415-013-0230-2 PubMed DOI PMC
Turati C., Macchi Cassia V., Simion F., Leo I. (2006). Newborns’ face recognition: role of inner and outer facial features. Child Dev. 77 297–311. 10.1111/j.1467-8624.2006.00871.x PubMed DOI
Valenzano D. R., Mennucci A., Tartarelli G., Cellerino A. (2006). Shape analysis of female facial attractiveness. Vis. Res. 46 1282–1291. 10.1016/j.visres.2005.10.024 PubMed DOI
Van den Berghe P. L., Frost P. (1986). Skin color preference, sexual dimorphism and sexual selection: a case of gene culture co-evolution? Ethnic Racial Stud. 9 87–113. 10.1080/01419870.1986.9993516 DOI
Waitt C., Gerald M. S., Little A. C., Kraiselburd E. (2006). Selective attention toward female secondary sexual color in male rhesus macaques. Am. J. Primatol. 68 738–744. 10.1002/ajp.20264 PubMed DOI
Waitt C., Little A. C., Wolfensohn S., Honess P., Brown A. P., Buchanan-Smith H. M., et al. (2003). Evidence from rhesus macaques suggests that male coloration plays a role in female primate mate choice. P. Roy. Soc. Lond. B 270 S144–S146. 10.1098/rsbl.2003.0065 PubMed DOI PMC
Want S. C., Pascalis O., Coleman M., Blades M. (2003). Recognizing people from the inner or outer parts of their faces: developmental data concerning ‘unfamiliar’faces. Brit. J. Dev. Psychol. 21 125–135. 10.1348/026151003321164663 DOI
Weston E. M., Friday A. E., Johnstone R. A., Schrenk F. (2004). Wide faces or large canines? The attractive versus the aggressive primate. P. Roy. Soc. Lond. B 271 S416–S419. 10.1098/rsbl.2004.0203 PubMed DOI PMC
Wilson D. E., Reeder D. M. (eds) (2005). Mammal Species of the World. A Taxonomic and Geographic Reference 3rd Edn. Baltimore, MD: Johns Hopkins University Press.
Xu Y. (2005). Revisiting the role of the fusiform face area in visual expertise. Cereb. Cortex 15 1234–1242. 10.1093/cercor/bhi006 PubMed DOI
Yoder A. D., Irwin J. A. (1999). Phylogeny of the Lemuridae: effects of character and taxon sampling on resolution of species relationships within Eulemur. Cladistics 15 351–361. 10.1111/j.1096-0031.1999.tb00271.x PubMed DOI
Yovel G. (2016). Neural and cognitive face-selective markers: an integrative review. Neuropsychologia 83 5–13. 10.1016/j.neuropsychologia.2015.09.026 PubMed DOI
Zebrowitz L. A., Hall J. A., Murphy N. A., Rhodes G. (2002). Looking smart and looking good: facial cues to intelligence and their origins. Pers. Soc. Psychol. B 28 238–249. 10.1177/0146167202282009 DOI
Zelditch M. L., Swiderski D. L., Sheets H. D. (2012). Geometric Morphometrics for Biologists: A Primer. Cambridge, MA: Academic Press.
Zhang D., Zhao Q., Chen F. (2011). Quantitative analysis of human facial beauty using geometric features. Patt. Recogn. 44 940–950. 10.1016/j.patcog.2010.10.013 DOI
Zhao Y., Zhen Z., Liu X., Song Y., Liu J. (2018). The neural network for face recognition: insights from an fMRI study on developmental prosopagnosia. Neuroimage 169 151–161. 10.1016/j.neuroimage.2017.12.023 PubMed DOI
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