The emotion-facial expression link: evidence from human and automatic expression recognition.

Tytuł:: The emotion-facial expression link: evidence from human and automatic expression recognition.
Autorzy:: Tcherkassof A; Psychology Department, Université Grenoble Alpes, Bâtiment Michel Dubois, 1251 Avenue Centrale, Saint-Martin-d'Hères, 38400, France. .
Dupré D; Business School, Dublin City University, DCU Glasnevin Campus, Dublin, D09, Ireland.
Źródło:: Psychological research [Psychol Res] 2021 Nov; Vol. 85 (8), pp. 2954-2969. Date of Electronic Publication: 2020 Nov 24.
Typ publikacji:: Journal Article
Język:: English
Imprint Name(s):: Original Publication: Berlin, New York, Springer-Verlag.
MeSH Terms:: Facial Expression*
Facial Recognition*
Emotions ; Face ; Humans ; Recognition, Psychology
References:: Aust, F., & Barth, M. (2018). Papaja: Create APA manuscripts with R Markdown. https://github.com/crsh/papaja . Accessed 6 Nov 2020.
Aviezer, H., Ensenberg, N., & Hassin, R. R. (2017). The inherently contextualized nature of facial emotion perception. Current Opinion in Psychology, 17, 47–54. https://doi.org/10.1016/j.copsyc.2017.06.006 . (PMID: 10.1016/j.copsyc.2017.06.00628950972)
Aviezer, H., Hassin, R. R., Ryan, J., Grady, C., Susskind, J., Anderson, A., et al. (2008). Angry, disgusted, or afraid? Studies on the malleability of emotion perception. Psychological Science, 19(7), 724–732. https://doi.org/10.1111/j.1467-9280.2008.02148.x . (PMID: 10.1111/j.1467-9280.2008.02148.x18727789)
Baltrušaitis, T., Robinson, P., & Morency, L.-P. (2016). Openface: An open source facial behavior analysis toolkit. Winter Conference on Applications of Computer Vision. https://doi.org/10.1109/WACV.2016.7477553 . (PMID: 10.1109/WACV.2016.7477553)
Barrett, L. F. (2006). Are emotions natural kinds? Perspectives on Psychological Science, 1(1), 28–58. https://doi.org/10.1111/j.1745-6916.2006.00003.x . (PMID: 10.1111/j.1745-6916.2006.00003.x26151184)
Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D. (2019). Emotional expressions reconsidered: Challenges to inferring emotion from human facial movements. Psychological Science in the Public Interest, 20(1), 1–68. https://doi.org/10.1177/1529100619832930 . (PMID: 10.1177/15291006198329303131363631313636)
Barrett, L. F., Mesquita, B., & Gendron, M. (2011). Context in emotion perception. Current Directions in Psychological Science, 20(5), 286–290. https://doi.org/10.1177/0963721411422522 . (PMID: 10.1177/0963721411422522)
Bennett, D. S., Bendersky, M., & Lewis, M. (2002). Facial expressivity at 4 months: A context by expression analysis. Infancy, 3(1), 97–113. https://doi.org/10.1207/S15327078IN0301_5 . (PMID: 10.1207/S15327078IN0301_5168781841523383)
Bonanno, G., & Keltner, D. (2004). The coherence of emotion systems: Comparing “on-line” measures of appraisal and facial expressions, and self-report. Cognition and Emotion, 18(3), 431–444. https://doi.org/10.1080/02699930341000149 . (PMID: 10.1080/02699930341000149)
Buck, R. (1985). Prime theory: An integrated view of motivation and emotion. Psychological Review, 92(3), 389–413. https://doi.org/10.1037/0033-295X.92.3.389 . (PMID: 10.1037/0033-295X.92.3.389)
Camras, L. A., Malatesta, C., & Izard, C. E. (1991). The development of facial expressions in infancy. In R. S. Feldman & B. Rimé (Eds.), Studies in emotion & social interaction. Fundamentals of nonverbal behavior (pp. 31–54). New York: Cambridge University Press.
Camras, L. A., Oster, H., Bakeman, R., Meng, Z., Ujiie, T., & Campos, J. J. (2007). Do infants show distinct negative facial expressions for fear and anger? Emotional expression in 11-month-old european american, chinese, and japanese infants. Infancy, 11(2), 131–155. https://doi.org/10.1111/j.1532-7078.2007.tb00219.x . (PMID: 10.1111/j.1532-7078.2007.tb00219.x)
Cohn, J. F., & Schmidt, K. (2004). The timing of facial motion in posed and spontaneous smiles. International Journal of Wavelets, Multiresolution and Information Processing, 2(2), 121–132. https://doi.org/10.1142/S021969130400041X . (PMID: 10.1142/S021969130400041X)
Crivelli, C., Carrera, P., & Fernández-Dols, J.-M. (2015). Are smiles a sign of happiness? Spontaneous expressions of judo winners. Evolution and Human Behavior, 36(1), 52–58. https://doi.org/10.1016/j.evolhumbehav.2014.08.009 . (PMID: 10.1016/j.evolhumbehav.2014.08.009)
Crivelli, C., & Fridlund, A. J. (2018). Facial displays are tools for social influence. Trends in Cognitive Sciences, 22(5), 388–399. https://doi.org/10.1016/j.tics.2018.02.006 . (PMID: 10.1016/j.tics.2018.02.00629544997)
Crivelli, C., Russell, J. A., Jarillo, S., & Fernández-Dols, J.-M. (2017). Recognizing spontaneous facial expressions of emotion in a small-scale society of papua new guinea. Emotion, 17(2), 337–347. https://doi.org/10.1037/emo0000236 . (PMID: 10.1037/emo000023627736108)
Darwin, C. (1872). The expression of the emotions in man and animals. London: John Murray. (PMID: 10.1037/10001-000)
de Waal, F. (2019). Mama’s last hug: Animal emotions and what they teach us about ourselves. London: Granta Books.
Den Uyl, M., & Van Kuilenburg, H. (2005). The facereader: Online facial expression recognition. Proceedings of Measuring Behavior, 30, 589–590.
Dente, P., Küster, D., Skora, L., & Krumhuber, E. (2017). Measures and metrics for automatic emotion classification via facet. In: Proceedings of the Conference on the Study of Artificial Intelligence and Simulation of Behaviour, pp 160–163.
DiGirolamo, M. A., & Russell, J. A. (2017). The emotion seen in a face can be a methodological artifact: The process of elimination hypothesis. Emotion, 17(3), 538–546. https://doi.org/10.1037/emo0000247 . (PMID: 10.1037/emo000024727893222)
Duchenne, G.-B. (1876). Mécanisme de la physionomie humaine: Où, analyse électro-physiologique de l’expression des passions. Paris: J.-B. Baillière.
Dupré, D., Akpan, D., Elias, E., Adam, J.-M., Meillon, B., Bonnefond, N., et al. (2015). Oudjat: A configurable and usable annotation tool for the study of facial expressions of emotion. International Journal of Human-Computer Studies, 83, 51–61. https://doi.org/10.1016/j.ijhcs.2015.05.010 . (PMID: 10.1016/j.ijhcs.2015.05.010)
Dupré, D., Andelic, N., Morrison, G., & McKeown, G. (2018). Accuracy of three commercial automatic emotion recognition systems across different individuals and their facial expressions. Proceedings of the International Conference on Pervasive Computing and Communications. https://doi.org/10.1109/PERCOMW.2018.8480127 . (PMID: 10.1109/PERCOMW.2018.8480127)
Dupré, D., & Tcherkassof, A. (2020). The emotion–facial expression link (data and code). OSF, https://doi.org/10.17605/OSF.IO/ERUA5 . (PMID: 10.17605/OSF.IO/ERUA5)
Dupré, D., Krumhuber, E. G., Küster, D., & McKeown, G. J. (2020). A performance comparison of eight commercially available automatic classifiers for facial affect recognition. PLoS ONE, 15(4), e0231968. https://doi.org/10.1371/journal.pone.0231968 . (PMID: 10.1371/journal.pone.0231968323301787182192)
Durán, J. I., Reisenzein, R., & Fernández-Dols, J.-M. (2017). Coherence between emotions and facial expressions. In J.-M. Fernández-Dols & J. A. Russell (Eds.), The science of facial expression (pp. 107–129). New York: Oxford University Press.
Ekman, P. (1992). An argument for basic emotions. Cognition and Emotion, 6(3–4), 169–200. https://doi.org/10.1080/02699939208411068 . (PMID: 10.1080/02699939208411068)
Ekman, P. (2007). The directed facial action task. In J. A. Coan & J. J. B. Allen (Eds.), Handbook of emotion elicitation and assessment (pp. 47–53). New York: Oxford University Press.
Ekman, P. (2017). Facial expressions. In J.-M. Fernández-Dols & J. A. Russell (Eds.), The science of facial expression (pp. 39–56). New York: Oxford University Press. (PMID: 10.1093/acprof:oso/9780190613501.003.0003)
Ekman, P., & Cordaro, D. (2011). What is meant by calling emotions basic. Emotion Review, 3(4), 364–370. https://doi.org/10.1177/1754073911410740 . (PMID: 10.1177/1754073911410740)
Ekman, P., Freisen, W. V., & Ancoli, S. (1980). Facial signs of emotional experience. Journal of Personality and Social Psychology, 39(6), 1125–1134. https://doi.org/10.1037/h0077722 . (PMID: 10.1037/h0077722)
Ekman, P., Friesen, W. V., O’sullivan, M., Chan, A., Diacoyanni-Tarlatzis, I., Heider, K., et al. (1987). Universals and cultural differences in the judgments of facial expressions of emotion. Journal of Personality and Social Psychology, 53(4), 712–717. https://doi.org/10.1037/0022-3514.53.4.712 . (PMID: 10.1037/0022-3514.53.4.7123681648)
Ekman, P., & Heider, K. G. (1988). The universality of a contempt expression: A replication. Motivation and Emotion, 12(3), 303–308. https://doi.org/10.1007/BF00993116 . (PMID: 10.1007/BF00993116)
Elfenbein, H. A., & Ambady, N. (2002). On the universality and cultural specificity of emotion recognition: A meta-analysis. Psychological Bulletin, 128(2), 203–235. https://doi.org/10.1037/0033-2909.128.2.203 . (PMID: 10.1037/0033-2909.128.2.203)
Fernández-Dols, J. M. (2017). Natural facial expression: A view from psychological constructionism and pragmatics. In J. M. Fernández-Dols & J. A. Russell (Eds.), The science of facial expression (pp. 457–478). New York: Oxford University Press. (PMID: 10.1093/acprof:oso/9780190613501.003.0024)
Fernández-Dols, J.-M., & Crivelli, C. (2013). Emotion and expression: Naturalistic studies. Emotion Review, 5(1), 24–29. https://doi.org/10.1177/1754073912457229 . (PMID: 10.1177/1754073912457229)
Fernández-Dols, J.-M., & Ruiz-Belda, M.-A. (1995). Are smiles a sign of happiness? Gold medal winners at the olympic games. Journal of Personality and Social Psychology, 69(6), 1113–1119. https://doi.org/10.1037/0022-3514.69.6.1113 . (PMID: 10.1037/0022-3514.69.6.1113)
Fernandez-Dols, J.-M., Sanchez, F., Carrera, P., & Ruiz-Belda, M.-A. (1997). Are spontaneous expressions and emotions linked? An experimental test of coherence. Journal of Nonverbal Behavior, 21(3), 163–177. https://doi.org/10.1023/A:1024917530100 . (PMID: 10.1023/A:1024917530100)
Firke, S. (2019). Janitor: Simple tools for examining and cleaning dirty data. https://CRAN.R-project.org/package=janitor . Accessed 6 Nov 2020.
Fridlund, A. J. (1994). Human facial expression: An evolutionary view. San Diego: Academic Press.
Frijda, N. H. (2012). Recognition of emotion in others. In F. Paglieri (Ed.), Consciousness in interaction. The role of the natural and social context in shaping consciousness (pp. 237–256). Amsterdam: J. Benjamins.
Frijda, N. H., & Tcherkassof, A. (1997). Facial expressions as modes of action readiness. In J. A. Russell & J.-M. Fernández-Dols (Eds.), The psychology of facial expression (pp. 78–102). New York: Cambridge University Press. (PMID: 10.1017/CBO9780511659911.006)
Gendron, M., & Barrett, L. F. (2017). Facing the past: A history of the face in psychological research on emotion perception. In J.-M. Fernández-Dols & J. A. Russell (Eds.), The science of facial expression (pp. 15–36). Oxford: Oxford University Press.
Gendron, M., Hoemann, K., Crittenden, A. N., Mangola, S. M., Ruark, G. A., & Barrett, L. F. (2020). emotion perception in Hadza Hunter-Gatherers. Scientific Reports, 10(1), 1-17. https://doi.org/10.1038/s41598-020-60257-2 . (PMID: 10.31234/osf.io/pf2q3321231917051983)
Gendron, M., Roberson, D., van der Vyver, J. M., & Barrett, L. F. (2014). Perceptions of emotion from facial expressions are not culturally universal: Evidence from a remote culture. Emotion, 14(2), 251–262. https://doi.org/10.1037/a0036052 . (PMID: 10.1037/a0036052247085064752367)
Hassin, R. R., Aviezer, H., & Bentin, S. (2013). Inherently ambiguous: Facial expressions of emotions, in context. Emotion Review, 5(1), 60–65. https://doi.org/10.1177/1754073912451331 . (PMID: 10.1177/1754073912451331)
Hess, U., & Fischer, A. H. (2016). Emotional mimicry in social context. New York: Cambridge University Press. (PMID: 10.1017/CBO9781107587595)
Hess, U., & Kleck, R. E. (1990). Differentiating emotion elicited and deliberate emotional facial expressions. European Journal of Social Psychology, 20(5), 369–385. https://doi.org/10.1002/ejsp.2420200502 . (PMID: 10.1002/ejsp.2420200502)
Jakobs, E., Manstead, A. S., & Fischer, A. H. (1999). Social motives and emotional feelings as determinants of facial displays: The case of smiling. Personality and Social Psychology Bulletin, 25(4), 424–435. https://doi.org/10.1177/0146167299025004003 . (PMID: 10.1177/0146167299025004003)
Jed Wing, M. K. C., Weston, S., Williams, A., Keefer, C., Engelhardt, A., Cooper, T., Mayer, Z., Kenkel, B., R Core Team, Benesty, M., Lescarbeau, R., Ziem, A., Scrucca, L., Tang, Y., Candan, C., & Hunt., T. (2019). Caret: Classification and regression training. https://CRAN.R-project.org/package=caret . Accessed 6 Nov 2020.
Johnson, K. J., Waugh, C. E., & Fredrickson, B. L. (2010). Smile to see the forest: Facially expressed positive emotions broaden cognition. Cognition and Emotion, 24(2), 299–321. https://doi.org/10.1080/02699930903384667 . (PMID: 10.1080/0269993090338466723275681)
Kamachi, M., Bruce, V., Mukaida, S., Gyoba, J., Yoshikawa, S., & Akamatsu, S. (2013). Dynamic properties influence the perception of facial expressions. Perception, 42(11), 1266–1278. https://doi.org/10.1068/p3131n . (PMID: 10.1068/p3131n24601038)
Kanade, T., Cohn, J. F., & Tian, Y. (2000). Comprehensive database for facial expression analysis. In: Proceedings Fourth International Conference on Automatic Face and Gesture Recognition, pp 46–53.
Kappas, A. (2003). What facial activity can and cannot tell us about emotions. In M. Katsikitis (Ed.), The human face (pp. 215–234). Boston: Springer.
Keltner, D., Sauter, D., Tracy, J., & Cowen, A. (2019). Emotional expression: Advances in basic emotion theory. Journal of Nonverbal Behavior, 43, 133–160. https://doi.org/10.1007/s10919-019-00293-3 . (PMID: 10.1007/s10919-019-00293-3313959976687086)
Krause, R., Steimer-Krause, E., Merten, J., & Ullrich, B. (1998). Dyadic interaction regulation, emotion, and psychopathology. In W. F. J. Flack & J. D. Laird (Eds.), Emotions and psychopathology: Theory and research (pp. 70–80). New York: Oxford University Press.
Kraut, R. E., & Johnston, R. E. (1979). Social and emotional messages of smiling: An ethological approach. Journal of Personality and Social Psychology, 37(9), 1539–1553. https://doi.org/10.1037/0022-3514.37.9.1539 . (PMID: 10.1037/0022-3514.37.9.1539)
Krumhuber, E. G., Kappas, A., & Manstead, A. S. R. (2013). Effects of dynamic aspects of facial expressions: A review. Emotion Review, 5(1), 41–46. https://doi.org/10.1177/1754073912451349 . (PMID: 10.1177/1754073912451349)
Krumhuber, E. G., Küster, D., Namba, S., & Skora, L. (2020). Human and machine validation of 14 databases of dynamic facial expressions. Behavior Research Methods. https://doi.org/10.3758/s13428-020-01443-y . (PMID: 10.3758/s13428-020-01443-y8062366)
Lee, V., & Wagner, H. (2002). The effect of social presence on the facial and verbal expression of emotion and the interrelationships among emotion components. Journal of Nonverbal Behavior, 26(1), 3–25. https://doi.org/10.1023/A:1014479919684 . (PMID: 10.1023/A:1014479919684)
Lindquist, K. A., Barrett, L. F., Bliss-Moreau, E., & Russell, J. A. (2006). Language and the perception of emotion. Emotion, 6(1), 125–138. https://doi.org/10.1037/1528-3542.6.1.125 . (PMID: 10.1037/1528-3542.6.1.12516637756)
Lindquist, K. A., & Gendron, M. (2013). What’s in a word? Language constructs emotion perception. Emotion Review, 5(1), 66–71. https://doi.org/10.1177/1754073912451351 . (PMID: 10.1177/1754073912451351)
Lottridge, D., & Chignell, M. (2009). Emotional bandwidth: Information theory analysis of affective response ratings using a continuous slider. In: IFIP Conference on Human-Computer Interaction, 111–114.
McDuff, D. (2016). Discovering facial expressions for states of amused, persuaded, informed, sentimental and inspired. Proceedings of the International Conference on Multimodal Interaction. https://doi.org/10.1145/2993148.2993192 . (PMID: 10.1145/2993148.2993192)
McDuff, D., Mahmoud, A., Mavadati, M., Amr, M., Turcot, J., & el Kaliouby, R. (2016). AFFDEX sdk: A cross-platform real-time multi-face expression recognition toolkit. Proceedings of the Conference on Human Factors in Computing Systems. https://doi.org/10.1145/2851581.2890247 . (PMID: 10.1145/2851581.2890247)
McKeown, G. J. (2013). The analogical peacock hypothesis: The sexual selection of mind-reading and relational cognition in human communication. Review of General Psychology, 17(3), 267–287. https://doi.org/10.1037/a0032631 . (PMID: 10.1037/a0032631)
Mehu, M., Grammer, K., & Dunbar, R. I. (2007). Smiles when sharing. Evolution and Human Behavior, 28(6), 415–422. https://doi.org/10.1016/j.evolhumbehav.2007.05.010 . (PMID: 10.1016/j.evolhumbehav.2007.05.010)
Meillon, B., Tcherkassof, A., Mandran, N., Adam, J.-M., Dubois, M., Dupré, D., Benoit, A.-M., Guérin-Dugué, A., & Caplier, A. (2010). DynEmo: A corpus of dynamic and spontaneous emotional facial expressions. In: Proceedings of International Workshop Series on Multimodal Corpora, Tools and Resources. Multimodal Corpora: Advances in Capturing, Coding and Analyzing Multimodality, pp 31–36.
Müller, K. (2017). Here: A simpler way to find your files. https://CRAN.R-project.org/package=here . Accessed 6 Nov 2020.
Niedenthal, P. M., Wood, A., Rychlowska, M., & Korb, S. (2017). Embodied simulation in decoding facial expression. In J.-M. Fernández-Dols & J. A. Russell (Eds.), The science of facial expression (pp. 397–414). New York: Oxford University Press.
Nielsen, L., & Kaszniak, A. W. (2007). Conceptual, theoretical, and methodological issues in inferring subjective emotion experience. In J. A. Coan & J. J. B. Allen (Eds.), Handbook of emotion elicitation and assessment (pp. 361–375). New York: Oxford University Press.
Pacherie, E. (2003). Modes de structuration des contenus perceptifs visuels. In J. Bouveresse & J.-J. Rosat (Eds.), Philosophies de la perception. Phénoménologie, grammaire et sciences cognitives (pp. 263–289). Paris: Odile Jacob.
R Core Team. (2019). R: A language and environment for statistical computing. R Foundation for Statistical Computing. https://www.R-project.org/ . Accessed 6 Nov 2020.
Reisenzein, R. (2000). Exploring the strength of association between the components of emotion syndromes: The case of surprise. Cognition and Emotion, 14(1), 1–38. https://doi.org/10.1080/026999300378978 . (PMID: 10.1080/026999300378978)
Reisenzein, R., Bördgen, S., Holtbernd, T., & Matz, D. (2006). Evidence for strong dissociation between emotion and facial displays: The case of surprise. Journal of Personality and Social Psychology, 91(2), 295–315. https://doi.org/10.1037/0022-3514.91.2.295 . (PMID: 10.1037/0022-3514.91.2.29516881766)
Reisenzein, R., Studtmann, M., & Horstmann, G. (2013). Coherence between emotion and facial expression: Evidence from laboratory experiments. Emotion Review, 5(1), 16–23. https://doi.org/10.1177/1754073912457228 . (PMID: 10.1177/1754073912457228)
Rosenberg, E. L., & Ekman, P. (1994). Coherence between expressive and experiential systems in emotion. Cognition and Emotion, 8(3), 201–229. https://doi.org/10.1080/02699939408408938 . (PMID: 10.1080/02699939408408938)
Ruiz-Belda, M.-A., Fernández-Dols, J.-M., Carrera, P., & Barchard, K. (2003). Spontaneous facial expressions of happy bowlers and soccer fans. Cognition and Emotion, 17(2), 315–326. https://doi.org/10.1080/02699930302288 . (PMID: 10.1080/0269993030228829715720)
Russell, J. A. (1993). Forced-choice response format in the study of facial expression. Motivation and Emotion, 17(1), 41–51. https://doi.org/10.1007/BF00995206 . (PMID: 10.1007/BF00995206)
Russell, J. A. (1994). Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies. Psychological Bulletin, 115(1), 102–141. https://doi.org/10.1037/0033-2909.115.1.102 . (PMID: 10.1037/0033-2909.115.1.1028202574)
Russell, J. A., Bachorowski, J.-A., & Fernández-Dols, J.-M. (2003). Facial and vocal expressions of emotion. Annual Review of Psychology, 54(1), 329–349. https://doi.org/10.1146/annurev.psych.54.101601.145102 . (PMID: 10.1146/annurev.psych.54.101601.1451021241507412415074)
Russell, J. A., & Fehr, B. (1987). Relativity in the perception of emotion in facial expressions. Journal of Experimental Psychology: General, 116(3), 223–237. https://doi.org/10.1037/0096-3445.116.3.223 . (PMID: 10.1037/0096-3445.116.3.223)
Sander, D., & Scherer, K. (2014). Oxford companion to emotion and the affective sciences. New York: Oxford University Press.
Scherer, K. R., & Ceschi, G. (1997). Lost luggage: A field study of emotion–antecedent appraisal. Motivation and Emotion, 21(3), 211–235. https://doi.org/10.1023/A:1024498629430 . (PMID: 10.1023/A:1024498629430)
Schützwohl, A., & Reisenzein, R. (2012). Facial expressions in response to a highly surprising event exceeding the field of vision: A test of darwin’s theory of surprise. Evolution and Human Behavior, 33(6), 657–664. https://doi.org/10.1016/j.evolhumbehav.2012.04.003 . (PMID: 10.1016/j.evolhumbehav.2012.04.003)
Tcherkassof, A., Bollon, T., Dubois, M., Pansu, P., & Adam, J.-M. (2007). Facial expressions of emotions: A methodological contribution to the study of spontaneous and dynamic emotional faces. European Journal of Social Psychology, 37(6), 1325–1345. https://doi.org/10.1002/ejsp.427 . (PMID: 10.1002/ejsp.427)
Tcherkassof, A., Dupré, D., Meillon, B., Mandran, N., Dubois, M., & Adam, J.-M. (2013). DynEmo: A video database of natural facial expressions of emotions. The International Journal of Multimedia & Its Applications, 5(5), 61–80. https://doi.org/10.5121/ijma.2013.5505 . (PMID: 10.5121/ijma.2013.5505)
Tcherkassof, A., & Frijda, N. H. (2014). Les émotions: Une conception relationnelle. L’Année Psychologique, 114(3), 501–535. (PMID: 10.4074/S0003503314003042)
Tsai, J. L., Chentsova-Dutton, Y., Freire-Bebeau, L., & Przymus, D. E. (2002). Emotional expression and physiology in european americans and hmong americans. Emotion, 2(4), 380–397. https://doi.org/10.1037/1528-3542.2.4.380 . (PMID: 10.1037/1528-3542.2.4.38012899371)
Vernon, L. L., & Berenbaum, H. (2002). Disgust and fear in response to spiders. Cognition and Emotion, 16(6), 809–830. https://doi.org/10.1080/02699930143000464 . (PMID: 10.1080/02699930143000464)
Wagner, H. L. (1997). Methods for the study of facial behavior. In J. A. Russell & J.-M. Fernández-Dols (Eds.), The psychology of facial expression (pp. 31–54). Cambridge: Cambridge University Press. (PMID: 10.1017/CBO9780511659911.004)
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(4), 737–743. https://doi.org/10.1037/0022-3514.50.4.737 . (PMID: 10.1037/0022-3514.50.4.737)
Wickham, H. (2017). Tidyverse: Easily install and load the ’tidyverse’. https://CRAN.R-project.org/package=tidyverse . Accessed 6 Nov 2020.
Zhu, H. (2019). KableExtra: Construct complex table with ’kable’ and pipe syntax. https://CRAN.R-project.org/package=kableExtra . Accessed 6 Nov 2020.
Entry Date(s):: Date Created: 20201125 Date Completed: 20210929 Latest Revision: 20210929
Update Code:: 20240105
DOI:: 10.1007/s00426-020-01448-4
PMID:: 33236175
: Czasopismo naukowe

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While it has been taken for granted in the development of several automatic facial expression recognition tools, the question of the coherence between subjective feelings and facial expressions is still a subject of debate. On one hand, the "Basic Emotion View" conceives emotions as genetically hardwired and, therefore, being genuinely displayed through facial expressions. Consequently, emotion recognition is perceiver independent. On the other hand, the constructivist approach conceives emotions as socially constructed, the emotional meaning of a facial expression being inferred by the perceiver. Hence, emotion recognition is perceiver dependent. In order (1) to evaluate the coherence between the subjective feeling of emotions and their spontaneous facial displays, and (2) to compare the recognition of such displays by human perceivers and by an automatic facial expression classifier, 232 videos of expressers recruited to carry out an emotion elicitation task were annotated by 1383 human perceivers as well as by Affdex, an automatic classifier. Results show a weak consistency between self-reported emotional states by expressers and their facial emotional displays. They also show low accuracy both of human perceivers and of the automatic classifier to infer the subjective feeling from the spontaneous facial expressions displayed by expressers. However, the results are more in favor of a perceiver-dependent view. Based on these results, the hypothesis of genetically hardwired emotion genuinely displayed is difficult to support, whereas the idea of emotion and facial expression as being socially constructed appears to be more likely. Accordingly, automatic emotion recognition tools based on facial expressions should be questioned.
(© 2020. Springer-Verlag GmbH Germany, part of Springer Nature.)

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