The many faces of a face: Comparing stills and videos of facial expressions in eight dimensions (SAVE database)

Behavior Research Methods

Volumn 49, Issue 4, 2017, Pages 1343-1360

  Garrido, Margarida V ^a   Lopes, Diniz ^a   Prada, Marília ^a   Rodrigues, David ^a,b   Jerónimo, Rita ^a   Mourão, Rui P ^c  

^a INSTITUTO UNIVERSITÁRIO DE LISBOA ISCTE IUL   (Portugal)

^b UNIVERSITY OF LONDON   (United Kingdom)

^c POLYTECHNIC INSTITUTE OF LEIRIA   (Portugal)

Author keywords

Arousal; Attractiveness; Clarity; Faces; Familiarity; Genuineness; Intensity; Normative data; Similarity; Stills; Subjective ratings; Valence; Videos

Indexed keywords

AROUSAL; CONFIDENCE INTERVAL; DATA BASE; EXPOSURE; FACIAL EXPRESSION; HUMAN; HUMAN TISSUE; MAJOR CLINICAL STUDY; MODEL; POSITIVE AND NEGATIVE AFFECT SCHEDULE; QUESTIONNAIRE; SCIENTIST; STIMULUS; VIDEORECORDING; ADOLESCENT; COMPARATIVE STUDY; FACE; FACIAL RECOGNITION; FACTUAL DATABASE; FEMALE; MALE; PERCEPTION; PHOTOGRAPHY; RECOGNITION; YOUNG ADULT;

ADOLESCENT; AROUSAL; DATABASES, FACTUAL; FACE; FACIAL EXPRESSION; FACIAL RECOGNITION; FEMALE; HUMANS; MALE; PERCEPTION; PHOTOGRAPHY; RECOGNITION (PSYCHOLOGY); SMILING; SOCIAL PERCEPTION; VIDEO RECORDING; YOUNG ADULT;

EID: 84984649592     PISSN: 1554351X     EISSN: 15543528     Source Type: Journal    
DOI: 10.3758/s13428-016-0790-5     Document Type: Article

References (146)

1. Adolph, D., & Alpers, G. (2010). Valence and arousal: A comparison of two sets of emotional facial expressions. American Journal of Psychology, 123, 209–219. doi:10.5406/amerjpsyc.123.2.0209
2. Alves, N. (2013). Recognition of static and dynamic facial expressions: A study review. Estudos de Psicologia, 18, 125–130. doi:10.1590/S1413-294X2013000100020
3. Ambadar, Z., Schooler, J., & Cohn, J. F. (2005). Deciphering the enigmatic face: The importance of facial dynamics to interpreting subtle facial expressions. Psychological Science, 16, 403–410. doi:10.1111/j.0956-7976.2005.01548.x
4. Ambady, N., Bernieri, F., & Richerson, J. (2000). Toward a histology of social behavior: Judgmental accuracy from thin slices of the behavioral stream. In M. Zanna (Ed.), Advances of experimental social psychology (Vol. 32, pp. 201–271). San Diego, CA: Academic Press.
5. Ambady, N., & Rosenthal, R. (1993). Half a minute: Predicting teacher evaluations from thin slices of nonverbal behavior and physical attractiveness. Journal of Personality and Social Psychology, 64, 431–441. doi:10.1037/0022-3514.64.3.431
6. Antonakis, J., & Dalgas, O. (2009). Predicting elections: Child’s play! Science, 323, 1183. doi:10.1126/science.1167748
7. Bach, D. R., Buxtorf, K., Grandjean, D., & Strik, W. K. (2009). The influence of emotion clarity on emotional prosody identification in paranoid schizophrenia. Psychological Medicine, 39, 927–938. doi:10.1017/S0033291708004704
8. Backs, R. W., da Silva, S. P., & Han, K. (2005). A comparison of younger and older adults’ self-assessment manikin ratings of affective pictures. Experimental Aging Research, 31, 421–440. doi:10.1080/03610730500206808
9. Ballew, C. C., & Todorov, A. (2007). Predicting political elections from rapid and unreflective face judgments. Proceedings of the National Academy of Sciences, 104, 17948–17953. doi:10.1073/pnas.0705435104
10. Bänziger, T., Mortillaro, M., & Scherer, K. (2012). Introducing the Geneva multimodal expression corpus for experimental research on emotion perception. Emotion, 12, 1161–1179. doi:10.1037/a0025827
11. Barrett, L. F. (2006). Are emotions natural kinds? Perspectives on Psychological Science, 1, 28–58. doi:10.1111/j.1745-6916.2006.00003.x
12. Barrett, L. F., & Russell, J. A. (1998). Independence and bipolarity in the structure of current affect. Journal of Personality and Social Psychology, 74, 967–984. doi:10.1037/0022-3514.74.4.967
13. Behrmann, M., Avidan, G., Thomas, C., & Nishimura, M. (2011). Impairments in face perception. In A. Calder, G. Rhodes, M. Johnson, & J. Haxby (Eds.), Oxford handbook of face perception (pp. 799–820). New York, NY: Oxford University Press.
14. Blair, I. V., Judd, C. M., & Chapleau, K. M. (2004). The influence of Afrocentric facial features in criminal sentencing. Psychological Science, 15, 674–679. doi:10.1111/j.0956-7976.2004.00739.x
15. Bould, E., & Morris, N. (2008). Role of motion signals in recognizing subtle facial expressions of emotion. British Journal of Psychology, 99, 167–189. doi:10.1348/000712607X206702
16. Byrne, D. (1997). An overview (and underview) of research and theory within the attraction paradigm. Journal of Social and Personal Relationships, 14, 417–431. doi:10.1177/0265407597143008
17. Calder, A., Rhodes, G., Johnson, M., & Haxby, J. (Eds.). (2011). Oxford handbook of face perception. New York, NY: Oxford University Press. doi:10.1093/oxfordhb/9780199559053.013.0016
18. Calvo, M. G., & Nummenmaa, L. (2016). Perceptual and affective mechanisms in facial expression recognition: An integrative review. Cognition and Emotion, 30, 1081–1106. doi:10.1080/02699931.2015.1049124
19. Cigna, M.-H., Guay, J.-P., & Renaud, P. (2015). La reconnaissance émotionnelle faciale: Validation préliminaire de stimuli virtuels dynamiques et comparaison avec les Pictures of Facial Affect (POFA). Criminologie, 48, 237–263. doi:10.7202/1033845ar
20. Colombetti, G. (2005). Appraising valence. Journal of Consciousness Studies, 12, 103–126.
21. Cunningham, D. W., & Wallraven, C. (2009). Dynamic information for the recognition of conversational expressions. Journal of Vision, 9(13), 7. doi:10.1167/9.13.7
22. Dalrymple, K. A., Gomez, J., & Duchaine, B. (2013). The Dartmouth database of children’s faces: Acquisition and validation of a new face stimulus set. PLoS ONE, 8, e79131. doi:10.1371/journal.pone.0079131
23. de Gelder, B., & Van den Stock, J. (2011). The Bodily Expressive Action Stimulus Test (BEAST): Construction and validation of a stimulus basis for measuring perception of whole body expression of emotions. Frontiers in Psychology, 2, 181. doi:10.3389/fpsyg.2011.00181
24. Dimberg, U., & Petterson, M. (2000). Facial reactions to happy and angry facial expressions: Evidence for right hemisphere dominance. Psychophysiology, 37, 693–696. doi:10.1111/1469-8986.3750693
25. Eagly, A. H., Ashmore, R. D., Makhijani, M. G., & Longo, L. C. (1991). What is beautiful is good, but..: A meta-analytic review of research on the physical attractiveness stereotype. Psychological Bulletin, 110, 109–128. doi:10.1037/0033-2909.110.1.109
26. Eberhardt, J. L., Davies, P. G., Purdie-Vaughns, V. J., & Johnson, S. L. (2006). Looking deathworthy perceived stereotypicality of black defendants predicts capital-sentencing outcomes. Psychological Science, 17, 383–386. doi:10.1111/j.1467-9280.2006.01716.x
27. Ebner, N., Riediger, M., & Lindenberger, U. (2010). FACES—A database of facial expressions in young, middle-aged, and older women and men: Development and validation. Behavior Research Methods, 42, 351–362. doi:10.3758/BRM.42.1.351
28. Egger, H. L., Pine, D. S., Nelson, E., Leibenluft, E., Ernst, M., Towbin, K. E., & Angold, A. (2011). The NIMH Child Emotional Faces Picture Set (NIMH-ChEFS): A new set of children’s facial emotion stimuli. International Journal of Methods in Psychiatric Research, 20, 145–156. doi:10.1002/mpr.343
29. Ekman, P. (1982). Emotion in the human face: Guidelines for research and an integration of findings (2nd ed.). New York, NY: Cambridge University Press.
30. Ekman, P. (1994). All emotions are basic. In P. Ekman & R. Davidson (Eds.), The nature of emotion: Fundamental questions (pp. 15–19). New York, NY: Oxford University Press.
31. Ekman, P., & Friesen, W. V. (1971). Constants across cultures in the face and emotion. Journal of Personality and Social Psychology, 17, 124–129. doi:10.1037/h0030377
32. Ekman, P., & Friesen, W. V. (1976). Pictures of facial affect. Palo Alto, CA: Consulting Psychologists Press.
33. Ekman, P., & Friesen, W. V. (1977). Nonverbal behavior. In P. F. Ostwald (Ed.), Communication and social interaction (pp. 37–46). New York, NY: Grune & Stratton.
34. Ekman, P., & Friesen, W. V. (1978). Facial action coding system. Palo Alto, CA: Consulting Psychologists Press.
35. Ekman, P., Friesen, W. V., & Ellsworth, P. (1982). Research foundations. In P. Ekman (Ed.), Emotion in the human face (pp. 1–143). New York, NY: Cambridge University Press.
36. Etkin, A., Egner, T., Peraza, D. M., Kandel, E. R., & Hirsch, J. (2006). Resolving emotional conflict: A role for the rostral anterior cingulate cortex in modulating activity in the amygdala. Neuron, 51, 871–882. doi:10.1016/j.neuron.2006.07.029
37. Fabri, M., Moore, D., & Hobbs, D. (2004). Mediating the expression of emotion in educational collaborative virtual environments: An experimental study. Virtual Reality, 7, 66–81. doi:10.1007/s10055-003-0116-7
38. Farias, A. R., Garrido, M. V., & Semin, G. R. (2013). Converging modalities ground abstract categories: The case of politics. PLoS ONE, 8, e60971. doi:10.1371/journal.pone.0060971
39. Farias, A. R., Garrido, M. V., & Semin, G. R. (2016). Embodiment of abstract categories in space… grounding or mere compatibility effects? The case of politics. Acta Psychologica, 166, 49–53. doi:10.1016/j.actpsy.2016.03.002
40. Fernandez‐Dols, J. M., Sierra, B., & Ruiz‐Belda, M. (1993). On the clarity of expressive and contextual information in the recognition of emotions: A methodological critique. European Journal of Social Psychology, 23, 195–202. doi:10.1002/ejsp.2420230207
41. Ferreira, M., Garcia-Marques, L., Ramos, T., Hamilton, D. L., Uleman, J. S., & Jerónimo, R. (2012). On the relation between spontaneous trait inferences and intentional inferences: An inference monitoring hypothesis. Journal of Experimental Social Psychology, 48, 1–12. doi:10.1016/j.jesp.2011.06.013
42. Fiorentini, C., & Viviani, P. (2011). Is there a dynamic advantage for facial expressions? Journal of Vision, 11(3), 17. doi:10.1167/11.3.17
43. Foroni, F., & Semin, G. R. (2011). When does mimicry affect evaluative judgment? Emotion, 11, 687–690. doi:10.1037/a0023163
44. Frijda, N. H. (1986). The emotions. Cambridge, UK: Cambridge University Press.
45. Galinha, I. C., & Pais-Ribeiro, J. L. (2012). Contribuição para o estudo da versão portuguesa da Positive and Negative Affect Schedule (PANAS): II—Estudo Psicométrico. Análise Psicológica, 23, 219–227. doi:10.14417/ap.84
46. Garcia-Marques, T. (1999). The mind needs the heart: The mood-as-regulation-mechanism hypothesis (Unpublished doctoral dissertation). Universidade de Lisboa, Lisboa, PT.
47. Garcia-Marques, T., Mackie, D. M., Claypool, H. M., & Garcia-Marques, L. (2004). Positivity can cue familiarity. Personality and Social Psychology Bulletin, 30, 585–593. doi:10.1177/0146167203262856
48. Goeleven, E., De Raedt, R., Leyman, L., & Verschuere, B. (2008). The Karolinska Directed Emotional Faces: A validation study. Cognition and Emotion, 22, 1094–1118. doi:10.1080/02699930701626582
49. Gold, J. M., Barker, J. D., Barr, S., Bittner, J. L., Bromfield, W. D., Chu, N., … Srinath, A. (2013). The efficiency of dynamic and static facial expression recognition. Journal of Vision, 13(5), 23. doi:10.1167/13.5.23
50. Gosselin, P., Kirouac, G., & Doré, F. (2005). Components and recognition of facial expression in the communication of emotion by actors. In P. Ekman & E. L. Rosenberg (Eds.), What the face reveals (pp. 243–270). New York, NY: Oxford University Press.
51. Grill-Spector, K., & Kanwisher, N. (2005). Visual recognition: As soon as you know it is there, you know what it is. Psychological Science, 16, 152–160. doi:10.1111/j.0956-7976.2005.00796.x
52. Haas, B. W., Omura, K., Constable, R. T., & Canli, T. (2006). Interference produced by emotional conflict associated with anterior cingulate activation. Cognitive, Affective, & Behavioral Neuroscience, 6, 152–156. doi:10.3758/CABN.6.2.152
53. Hehman, E., Leitner, J. B., & Gaertner, S. L. (2013). Enhancing static facial features increases intimidation. Journal of Experimental Social Psychology, 49, 747–754. doi:10.1016/j.jesp.2013.02.015
54. Hess, U., & Blairy, S. (2001). Facial mimicry and emotional contagion to dynamic emotional facial expressions and their influence on decoding accuracy. International Journal of Psychophysiology, 40, 129–141. doi:10.1016/s0167-8760(00)00161-6
55. Hess, U., Blairy, S., & Kleck, R. E. (1997). The intensity of emotional facial expressions and decoding accuracy. Journal of Nonverbal Behavior, 21, 241–257. doi:10.1023/A:1024952730333
56. Hess, U., & Fischer, A. (2013). Emotional mimicry as social regulation. Personality and Social Psychology Review, 17, 142–157. doi:10.1177/1088868312472607
57. Hoffmann, H., Traue, H. C., Limbrecht-Ecklundt, K., Walter, S., & Kessler, H. (2013). Static and dynamic presentation of emotions in different facial areas: Fear and surprise show influences of temporal and spatial properties. Psychology, 4, 663–668. doi:10.4236/psych.2013.48094
58. Horstmann, G., & Ansorge, U. (2009). Visual search for facial expressions of emotions: A comparison of dynamic and static faces. Emotion, 9, 29–38. doi:10.1037/a0014147
59. Hoyle, R. H. (1993). Interpersonal attraction in the absence of explicit attitudinal information. Social Cognition, 11, 309–320. doi:10.1521/soco.1993.11.3.309
60. Ito, T. A., Cacioppo, J. T., & Lang, P. J. (1998). Eliciting affect using the International Affective Picture System: Trajectories through evaluative space. Personality and Social Psychology Bulletin, 24, 855–879. doi:10.1177/0146167298248006
61. Kanade, T., Cohn, J. F., & Tian, Y. (2000, March). Comprehensive data- base for facial expression analysis. Paper presented at the Fourth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2000). Grenoble, France.
62. Katsyri, J., & Sams, M. (2008). The effect of dynamics on identifying basic emotions from synthetic and natural faces. International Journal of Human-Computer Studies, 66, 233–242. doi:10.1016/j.ijhcs.2007.10.001
63. Kennedy, K. M., Hope, K., & Raz, N. (2009). Life span adult faces: Norms for age, familiarity, memorability, mood, and picture quality. Experimental Aging Research, 35, 268–275. doi:10.1080/03610730902720638
64. Koscinski, K. (2013). Perception of facial attractiveness from static and dynamic stimuli. Perception, 42, 163–175.
65. Landwehr, J. R., McGill, A. L., & Herrmann, A. (2011). It’s got the look: The effect of friendly and aggressive “facial” expressions on product liking and sales. Journal of Marketing, 75, 132–146. doi:10.2307/41228601
66. Lang, P. J., Bradley, M. M., & Cuthbert, B. N. (2008). International Affective Picture System (IAPS): Affective ratings of pictures and instruction manual (Technical Report No. A-6). Gainesville, FL: University of Florida, Center for Research in Psychophysiology.
67. Langlois, J. H., Kalakanis, L., Rubenstein, A. J., Larson, A., Hallam, M., & Smoot, M. (2000). Maxims or myths of beauty? A meta-analytic and theoretical review. Psychological Bulletin, 126, 390–423. doi:10.1037/0033-2909.126.3.390
68. Langlois, J. H., Roggman, L. A., & Musselman, L. (1994). What is average and what is not average about attractive faces? Psychological Science, 5, 214–220. doi:10.1111/j.1467-9280.1994.tb00503.x
69. Langner, O., Dotsch, R., Bijlstra, G., Wigboldus, D. J., Hawk, S. T., & van Knippenberg, A. (2010). Presentation and validation of the Radboud Faces Database. Cognition and Emotion, 24, 1377–1388. doi:10.1080/02699930903485076
70. Lawson, C., Lenz, G. S., Baker, A., & Myers, M. (2010). Looking like a winner: Candidate appearance and electoral success in new democracies. World Politics, 62, 561–593. doi:10.1017/s0043887110000195
71. Lee, L., Loewenstein, G., Ariely, D., Hong, J., & Young, J. (2008). If I’m not hot, are you hot or not? Physical-attractiveness evaluations and dating preferences as a function of one’s own attractiveness. Psychological Science, 19, 669–677. doi:10.1111/j.1467-9280.2008.02141.x
72. Lenz, G. S., & Lawson, C. (2011). Looking the part: Television leads less informed citizens to vote based on candidates’ appearance. American Journal of Political Science, 55, 574–589. doi:10.1111/j.1540-5907.2011.00511.x
73. Libkuman, T. M., Otani, H., Kern, R., Viger, S. G., & Novak, N. (2007). Multidimensional normative ratings for the international affective picture system. Behavior Research Methods, 39, 326–334. doi:10.3758/BF03193164
74. Lindsay, R. C. L., Mansour, J. K., Bertrand, M. I., Kalmet, N., & Melsom, E. I. (2011). Face recognition in eyewitness memory. In A. J. Calder, G. Rhodes, M. H. Johnson, & J. V. Haxby (Eds.), The Oxford handbook of face perception (pp. 307–328). New York, NY: Oxford University Press.
75. Little, A. C., Burriss, R. P., Jones, B. C., & Roberts, S. C. (2007). Facial appearance affects voting decisions. Evolution and Human Behavior, 28, 18–27. doi:10.1016/j.evolhumbehav.2006.09.002
76. Livingstone, S. R., Choi, D. H., & Russo, F. A. (2014). The influence of vocal training and acting experience on measures of voice quality and emotional genuineness. Frontiers in Psychology, 5, 156. doi:10.3389/fpsyg.2014.00156
77. LoBue, V., & Thrasher, C. (2015). The Child Affective Facial Expression (CAFE) set: Validity and reliability from untrained adults. Frontiers in Psychology, 5, 1532. doi:10.3389/fpsyg.2014.01532
78. Lundqvist, D., Flykt, A., & Öhman, A. (1998). Karolinska Directed Emotional Faces—KDEF (CD ROM). Stockholm, Sweden: Karolinska Institutet, Department of Clinical Neuroscience, Psychology section.
79. Ma, D. S., Correll, J., & Wittenbrink, B. (2015). The Chicago face database: A free stimulus set of faces and norming data. Behavior Research Methods, 47, 1122–1135. doi:10.3758/s13428-014-0532-5
80. Mason, M. F., Cloutier, J., & Macrae, C. N. (2006). On construing others: Category and stereotype activation from facial cues. Social Cognition, 24, 540–562. doi:10.1521/soco.2006.24.5.540
81. Matsumoto, D., & Ekman, P. (1988). Japanese and Caucasian Facial Expressions of Emotion (JACFEE) [Slides]. San Francisco, CA: San Francisco State University, Intercultural and Emotion Research Laboratory, Department of Psychology.
82. McEwan, K., Gilbert, P., Dandeneau, S., Lipka, S., Maratos, F., Paterson, K. B., & Baldwin, M. (2014). Facial expressions depicting compassionate and critical emotions: The development and validation of a new emotional face stimulus set. PLoS ONE, 9, e88783. doi:10.1371/journal.pone.0088783
83. Miesler, L., Landwehr, J. R., Herrmann, A., & McGill, A. L. (2010). Consumer and product face-to-face: Antecedents and consequences of spontaneous face-schema activation. Advances in Consumer Research, 37, 536–537.
84. Miles, L., & Johnston, L. (2007). Detecting happiness: Perceiver sensitivity to enjoyment and non-enjoyment smiles. Journal of Nonverbal Behavior, 31, 259–275. doi:10.1007/s10919-007-0036-4
85. Miyake, K., & Zuckerman, M. (1993). Beyond personality impressions: Effects of physical and vocal attractiveness on false consensus, social comparison, affiliation, and assumed and perceived similarity. Journal of Personality, 61, 411–437. doi:10.1111/j.1467-6494.1993.tb00287.x
86. Monin, B. (2003). The warm glow heuristic: When liking leads to familiarity. Journal of Personality and Social Psychology, 85, 1035–1048. doi:10.1037/0022-3514.85.6.1035
87. Montoya, R. M., & Horton, R. S. (2013). A meta-analytic investigation of the processes underlying the similarity-attraction effect. Journal of Social and Personal Relationships, 30, 64–94. doi:10.1177/0265407512452989
88. Montoya, R. M., Horton, R. S., & Kirchner, J. (2008). Is actual similarity necessary for attraction? A meta-analysis of actual and perceived similarity. Journal of Social and Personal Relationships, 25, 889–922. doi:10.1177/0265407508096700
89. Moreland, R. L., & Beach, S. R. (1992). Exposure effects in the classroom: The development of affinity among students. Journal of Experimental Social Psychology, 28, 255–276. doi:10.1016/0022-1031(92)90055-O
90. Motley, M. T., & Camden, C. T. (1988). Facial expression of emotion: A comparison of posed expressions versus spontaneous expressions in an interpersonal communication setting. Western Journal of Speech Communication, 52, 1–22. doi:10.1080/10570318809389622
91. Murphy, S. T., Monahan, J. L., & Zajonc, R. B. (1995). Additivity of nonconscious affect: Combined effects of priming and exposure. Journal of Personality and Social Psychology, 69, 589–602. doi:10.1037/0022-3514.69.4.589
92. Murphy, S. T., & Zajonc, R. B. (1993). Affect, cognition, and awareness: Affective priming with optimal and suboptimal stimulus exposures. Journal of Personality and Social Psychology, 64, 723–739. doi:10.1037/0022-3514.64.5.723
93. Niedenthal, P. M., Winkielman, P., Mondillon, L., & Vermeulen, N. (2009). Embodiment of emotion concepts. Journal of Personality and Social Psychology, 96, 1120–1136. doi:10.1037/a0015574
94. Norton, M. I., Frost, J. H., & Ariely, D. (2007). Less is more: The lure of ambiguity, or why familiarity breeds contempt. Journal of Personality and Social Psychology, 92, 97–105. doi:10.1037/0022-3514.92.1.97
95. Nyklicek, I., Thayer, J. F., & Van Doornen, L. J. (1997). Cardiorespiratory differentiation of musically-induced emotions. Journal of Psychophysiology, 11, 304–321.
96. O’Reilly, H., Pigat, D., Fridenson, S., Berggren, S., Tal, S., Golan, O., … Lundqvist, D. (2016). The EU-Emotion Stimulus Set: A validation study. Behavior Research Methods, 48, 567–576. doi:10.3758/s13428-015-0601-4
97. Olivola, C. Y., & Todorov, A. (2010a). Elected in 100 milliseconds: Appearance-based trait inferences and voting. Journal of Nonverbal Behavior, 34, 83–110. doi:10.1007/s10919-009-0082-1
98. Olivola, C. Y., & Todorov, A. (2010b). Fooled by first impressions? Reexamining the diagnostic value of appearance-based inferences. Journal of Experimental Social Psychology, 46, 315–324. doi:10.1016/j.jesp.2009.12.002
99. Olson, I. R., & Marshuetz, C. (2005). Facial attractiveness is appraised in a glance. Emotion, 5, 498–502. doi:10.1037/1528-3542.5.4.498
100. Olszanowski, M., Pochwatko, G., Kuklinski, K., Scibor-Rylski, M., Lewinski, P., & Ohme, R. K. (2015). Warsaw set of emotional facial expression pictures: A validation study of facial display photographs. Frontiers in Psychology, 5, 1516. doi:10.3389/fpsyg.2014.01516
101. Oosterhof, N. N., & Todorov, A. (2008). The functional basis of face evaluation. Proceedings of the National Academy of Sciences, 105, 11087–11092. doi:10.1073/pnas.0805664105
102. Osgood, C., Suci, G., & Tannenbaum, P. (1957). The measurement of meaning. Urbana, IL: University of Illinois.
103. Petridis, S., Martinez, B., & Pantic, M. (2013). The MAHNOB laughter database. Image and Vision Computing, 31, 186–202. doi:10.1016/j.imavis.2012.08.014
104. Phaf, R. H., & Rotteveel, M. (2005). Affective modulation of recognition bias. Emotion, 5, 309–318. doi:10.1037/1528-3542.5.3.309
105. Prada, M., Rodrigues, D., Silva, R. R., & Garrido, M. V. (2015). Lisbon Symbol Database (LSD): Subjective norms for 600 symbols. Behavior Research Methods. Advance online publication. doi:10.3758/s13428-015-0643-7
106. Reis, H. T., Wilson, I. M., Monestere, C., Bernstein, S., Clark, K., Seidl, E., … Radoane, K. (1990). What is smiling is beautiful and good. European Journal of Social Psychology, 20, 259–267. doi:10.1002/ejsp.2420200307
107. Rhodes, G. (2006). The evolutionary psychology of facial beauty. Annual Review of Psychology, 57, 199–226. doi:10.1146/annurev.psych.57.102904.190208
108. Rhodes, M. G. (2009). Age estimation of faces: A review. Applied Cognitive Psychology, 23, 1–12. doi:10.1002/acp.1442
109. Rhodes, G., Halberstadt, J., & Brajkovich, G. (2001). Generalization of mere exposure effects to averaged composite faces. Social Cognition, 19, 57–70. doi:10.1521/soco.19.1.57.18961
110. Rhodes, G., Lie, H. C., Thevaraja, N., Taylor, L., Iredell, N., Curran, C., … Simmons, L. W. (2011). Facial attractiveness ratings from video-clips and static images tell the same story. PLoS ONE 6, e26653. doi:10.1371/journal.pone.0026653
111. Roark, D., Barrett, S., Spence, M., Abdi, H., & O’Toole, J. (2003). Memory for moving faces: Psychological and neural perspectives on the role of motion in face recognition. Behavioral and Cognitive Neuroscience Reviews, 2, 15–46. doi:10.1177/1534582303002001002
112. Rodrigues, D. & Lopes, D. (2016). Sociosexuality, commitment, and sexual desire for an attractive person. Archives of Sexual Behavior. Advance online publication. doi:10.1007/s10508-016-0814-3
113. Rubenstein, A. J. (2005). Variation in perceived attractiveness differences between dynamic and static faces. Psychological Science, 16, 759–762. doi:10.1111/j.1467-9280.2005.01610.x
114. Russell, J. A. (1994). Is there universal recognition of emotion from facial expressions? A review of the cross-cultural studies. Psychological Bulletin, 115, 102–141. doi:10.1037/0033-2909.115.1.102
115. Russell, J. A., & Bullock, M. (1985). Multidimensional scaling of emotional facial expressions: Similarity from preschoolers to adults. Journal of Personality and Social Psychology, 48, 1290–1298. doi:10.1037/0022-3514.48.5.1290
116. Rymarczyk, K., Żurawski, Ł., Jankowiak-Siuda, K., & Szatkowska, I. (2016). Do dynamic compared to static facial expressions of happiness and anger reveal enhanced facial mimicry? PLoS ONE, 11, e0158534. doi:10.1371/journal.pone.0158534
117. Samuelsson, H., Jarnvik, K., Henningsson, H., Andersson, J., & Carlbring, P. (2012). The Umeå university database of facial expressions: A validation study. Journal of Medical Internet Research, 14, e136. doi:10.2196/jmir.2196
118. Sato, W., Fujimura, T., & Suzuki, N. (2008). Enhanced facial EMG activity in response to dynamic facial expressions. International Journal of Psychophysiology, 70, 70–74. doi:10.1016/j.ijpsycho.2008.06.001
119. Schneider, F., Gur, R. C., Gur, R. E., & Muenz, L. R. (1994). Standardized mood induction with happy and sad facial expressions. Psychiatry Research, 51, 19–31. doi:10.1016/0165-1781(94)90044-2
120. Schneider, T. M., Hecht, H., & Carbon, C.-C. (2012). Judging body weight from faces: The height—weight illusion. Perception, 41, 121–124. doi:10.1068/p7140
121. Semin, G. R., & Garrido, M. V. (2012). A systemic approach to impression formation: From verbal to multimodal processes. In J. Forgas, K. Fiedler, & C. Sedikides (Eds.), Social thinking and interpersonal behavior (pp. 81–96). New York, NY: Psychology Press.
122. Semin, G. R., & Garrido, M. V. (2015). Socially situated cognition. In B. Garownsky & G. Bodenhausen (Eds.), Theory and explanation in social psychology (pp. 283–304). New York, NY: Guilford Press.
123. Semin, G. R., Garrido, M. V., & Farias, A. R. (2014). How many processes does it take to ground a concept? In J. Sherman, B. Garownsky, & Y. Trope (Eds.), Dual process theories of the social mind (pp. 542–559). New York, NY: Guilford Press.
124. Semin, G. R., Garrido, M. V., & Palma, T. A. (2012). Socially situated cognition: Recasting social cognition as an emergent phenomenon. In S. Fiske & N. Macrae (Eds.), The SAGE handbook of social cognition (pp. 143–169). Sevenoaks, CA: Sage.
125. Semin, G. R., Garrido, M. V., & Palma, T. A. (2013). Interfacing body, mind, the physical, and social world. In D. Carlston (Ed.), The Oxford handbook of social cognition (pp. 637–655). New York, NY: Oxford University Press.
126. Sonnemans, J., & Frijda, N. H. (1994). The structure of subjective emotional intensity. Cognition and Emotion, 8, 329–350. doi:10.1080/02699939408408945
127. Stenberg, G., Wiking, S., & Dahl, M. (1998). Judging words at face value: Interference in a word processing task reveals automatic processing of affective facial expressions. Cognition and Emotion, 12, 755–782. doi:10.1080/026999398379420
128. Thoma, P., Soria Bauser, D., & Suchan, B. (2013). BESST (Bochum Emotional Stimulus Set)—A pilot validation study of a stimulus set containing emotional bodies and faces from frontal and averted views. Psychiatry Research, 209, 98–109. doi:10.1016/j.psychres.2012.11.012
129. Todorov, A. (2012). The social perception of faces. In S. T. Fiske & C. N. Macrae (Eds.), The SAGE handbook of social cognition (pp. 96–114). Seven Oaks, CA: Sage.
130. Todorov, A., Mandisodzda, A., Goren, A., & Hall, C. (2005). Inferences of competence from faces predict election outcomes. Science, 308, 1623–1626. doi:10.1126/science.1110589
131. Todorov, A., Olivola, C. Y., Dotsch, R., & Mende-Siedlecki, P. (2015). Social attributions from faces: Determinants, consequences, accuracy, and functional significance. Annual Review of Psychology, 66, 519–545. doi:10.1146/annurev-psych-113011-143831
132. Todorov, A., & Uleman, J. S. (2002). Spontaneous trait inferences are bound to actors: Evidence from false recognition. Journal of Personality and Social Psychology, 83, 1051–1065. doi:10.1037/0022-3514.83.5.1051
133. Tottenham, N., Tanaka, J. W., Leon, A. C., McCarry, T., Nurse, M., Hare, T. A., … Nelson, C. (2009). The NimStim set of facial expressions: Judgments from untrained research participants. Psychiatry Research, 168, 242–249. doi:10.1016/j.psychres.2008.05.006
134. Tracy, J. L., & Robins, R. W. (2008). The automaticity of emotion recognition. Emotion, 8, 81–95. doi:10.1037/1528-3542.8.1.81
135. Tracy, J. L., Robins, R. W., & Schriber, R. A. (2009). Development of a FACS-verified set of basic and self-conscious emotion expressions. Emotion, 9, 554–559. doi:10.1037/a0015766
136. Troje, N., & Bülthoff, H. (1996). Face recognition under varying poses: The role of texture and shape. Vision Research, 36, 1761–1771. doi:10.1016/0042-6989(95)00230-8
137. Vaiman, M., Wagner, M. A., Caicedo, E., & Pereno, G. L. (2015). Development and validation of an Argentine set of facial expressions of emotion. Cognition and Emotion. Advance online publication. doi:10.1080/02699931.2015.1098590
138. Van der Schalk, J., Fischer, A. H., Doosje, B. J., Wigboldus, D., Hawk, S. T., Rotteveel, M., & Hess, U. (2011). Convergent and divergent responses to emotional displays of ingroup and outgroup. Emotion, 11, 286–298. doi:10.1037/a0022582
139. Van der Schalk, J., Hawk, S. T., Fischer, A. H., & Doosje, B. J. (2011). Moving faces, looking places: The Amsterdam Dynamic Facial Expressions Set (ADFES). Emotion, 11, 907–920. doi:10.1037/a0023853
140. Wagner, H. L., MacDonald, C. J., & Manstead, A. S. (1986). Communication of individual emotions by spontaneous facial expressions. Journal of Personality and Social Psychology, 50, 737–743. doi:10.1037/0022-3514.50.4.737
141. Wang, L., & Markham, R. (1999). The development of a series of photographs of Chinese facial expressions of emotion. Journal of Cross-Cultural Psychology, 30, 397–410. doi:10.1177/0022022199030004001
142. Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: The PANAS scales. Journal of Personality and Social Psychology, 54, 1063–1070. doi:10.1037/0022-3514.54.6.1063
143. Watson, T., Otsuka, Y., & Clifford, C. (2015). Uncertainty and bias in estimation of the sex and age of faces. Journal of Vision, 15(12), 200. doi:10.1167/15.12.200
144. Wehrle, T., Kaiser, S., Schmidt, S., & Scherer, K. R. (2000). Studying the dynamics of emotional expression using synthesized facial muscle movements. Journal of Personality and Social Psychology, 78, 105–119. doi:10.1037/0022-3514.78.1.105
145. Winkielman, P., & Cacioppo, J. T. (2001). Mind at ease puts a smile on the face: Psychophysiological evidence that processing facilitation elicits positive affect. Journal of Personality and Social Psychology, 81, 989–1000. doi:10.1037/0022-3514.81.6.989
146. Zebrowitz, L. A., & McDonald, S. M. (1991). The impact of litigants’ baby-facedness and attractiveness on adjudications in small claims courts. Law and Human Behavior, 15, 603–623. doi:10.1007/BF01065855