Finding an emotional face in a crowd: Emotional and perceptual stimulus factors influence visual search efficiency

REFERENCES

• Becker, D. V., Anderson, U. S., Mortensen, C. R., Neufeld, S. L., & Neel, R. (2011). The face in the crowd effect unconfounded: Happy faces, not angry faces, are more efficiently detected in single- and multiple-target visual search tasks. Journal of Experimental Psychology: General, 140, 637–659. doi:10.1037/a0024060
   PubMed Web of Science ®Google Scholar
• Burton, A. M., Bruce, V., & Hancock, P. J. B. (1999). From pixels to people: A model of familiar face recognition. Cognitive Science, 23(1), 1–31. doi:10.1207/s15516709cog2301_1
   Web of Science ®Google Scholar
• Burton, A. M., Miller, P., Bruce, V., Hancock P. J., & Henderson, Z. (2001). Human and automatic face recognition: A comparison across image formats. Vision Research, 41, 3185–3195. doi:10.1016/S0042-6989(01)00186-9
   PubMed Web of Science ®Google Scholar
• Byrne, A., & Eysenck, M. W. (1995). Trait anxiety, anxious mood, and threat detection. Cognition and Emotion, 9, 549–562. doi:10.1080/02699939508408982
   Web of Science ®Google Scholar
• Calder, A. J., Burton, A. M., Miller, P., Young, A. W., & Akamatsu, S. (2001). A principal component analysis of facial expressions. Vision Research, 41, 1179–1208. doi:10.1016/S0042-6989(01)00002-5
   PubMed Web of Science ®Google Scholar
• Calvo, M. G., & Nummenmaa, L. (2008). Detection of emotional faces: Salient physical features guide effective visual search. Journal of Experimental Psychology: General, 137, 471–494. doi:10.1037/a0012771
   PubMed Web of Science ®Google Scholar
• Draper, B. A., Baek, K., Bartlett, M. S., & Beveridge, J. R. (2003). Recognizing faces with PCA and ICA. Computer Vision and Image Understanding, 91(1–2), 115–137. doi:10.1016/S1077-3142(03)00077-8
   Web of Science ®Google Scholar
• Duncan, J., & Humphreys, G. W. (1989). Visual search and stimulus similarity. Psychological Review, 96, 433–458. doi:10.1037/0033-295X.96.3.433
   PubMed Web of Science ®Google Scholar
• Frischen, A., Eastwood, J. D., & Smilek, D. (2008). Visual search for faces with emotional expressions. Psychological Bulletin, 134(5), 662–676.
   PubMed Web of Science ®Google Scholar
• Gilboa-Schechtman, E., Foa, E. B., & Amir, N. (1999). Attentional biases for facial expressions in social phobia: The face-in-the-crowd paradigm. Cognition and Emotion, 13, 305–318. doi:10.1080/026999399379294
   Web of Science ®Google Scholar
• Hansen, C. H., & Hansen, R. D. (1988). Finding the face in the crowd: An anger superiority effect. Journal of Personality and Social Psychology, 54, 917–924. doi:10.1037/0022-3514.54.6.917
   PubMed Web of Science ®Google Scholar
• Harmon-Jones, E., Gable P. A., & Price, T. F. (2012). The influence of affective states varying in motivational intensity on cognitive scope. Frontiers in Integrative Neuroscience, 6, 1–5. doi:10.3389/fnint.2012.00073
   PubMedGoogle Scholar
• Horstmann, G., & Bauland, A. (2006). Search asymmetries with real faces: Testing the anger-superiority effect. Emotion, 6, 193–207. doi:10.1037/1528-3542.6.2.193
   PubMed Web of Science ®Google Scholar
• Karim, A. K., & Kojima, H. (2010). The what and why of perceptual asymmetries in the visual domain. Advances in Cognitive Psychology, 15, 103–115. doi:10.2478/v10053-008-0080-6
   Google Scholar
• Lang, P. J., & Bradley, M. M. (2010). Emotion and the motivational brain. Biological Psychology, 84, 437–450. doi:10.1016/j.biopsycho.2009.10.007
   PubMed Web of Science ®Google Scholar
• Lundqvist, D., Esteves, F., & Ohman, A. (1999). The face of wrath: Critical features for conveying facial threat. Cognition and Emotion, 13, 691–711. doi:10.1080/026999399379041
   Web of Science ®Google Scholar
• Lundqvist, D., Esteves, F., & Öhman, A. (2004). The face of wrath: The role of features and configurations in conveying social threat. Cognition and Emotion, 18, 161–182. doi:10.1080/02699930244000453
   PubMed Web of Science ®Google Scholar
• Lundqvist, D., Juth, P., & Öhman, A. (2013). Using facial emotional stimuli in visual search experiments: The arousal factor explains contradictory results. Cognition & Emotion, 12, 1–13. doi:10.1080/02699931.2013.867479
   Web of Science ®Google Scholar
• Lundqvist, D., & Litton, J. E. (1998). The Averaged Karolinska Directed Emotional Faces - AKDEF. CD ROM from Department of Clinical Neuroscience, Psychology section, Karolinska Institutet, ISBN 91-630-7164-9. Retrieved from http://www.emotionlab.se
   Google Scholar
• Lundqvist, D., & Ohman, A. (2005). Emotion regulates attention: The relation between facial configurations, facial emotion, and visual attention. Visual Cognition, 12(1), 51–84. doi:10.1080/13506280444000085
   Web of Science ®Google Scholar
• Mather, M., & Sutherland, M. R. (2011). Arousal-biased competition in perception and memory. Perspectives on Psychological Science, 6(2), 114–133. doi:10.1177/1745691611400234
   Web of Science ®Google Scholar
• Öhman, A., Juth, P., & Lundqvist, D. (2010). Finding the face in a crowd: Relationships between distractor redundancy, target emotion, and target gender. Cognition and Emotion, 24, 1216–1228. doi:10.1080/02699930903166882
   Web of Science ®Google Scholar
• Osgood, C. E. (1966). Dimensionality of the semantic space for communication via facial expressions. Scandinavian Journal of Psychology, 7(1), 1–30. doi:10.1111/j.1467-9450.1966.tb01334.x
   PubMed Web of Science ®Google Scholar
• Phelps, E. A., & LeDoux, J. E. (2005). Contributions of the amygdala to emotion processing: From animal models to human behavior. Neuron, 48, 175–187. doi:10.1016/j.neuron.2005.09.025
   PubMed Web of Science ®Google Scholar
• Pitica, I., Susa, G., Benga, O., & Miclea, M. (2012). Visual search for real emotional faces: The advantage of anger. Procedia – Social and Behavioral Sciences, 33, 632–636. doi:10.1016/j.sbspro.2012.01.198
   Google Scholar
• Russell, J. A. (2003). Core affect and the psychological construction of emotion. Psychological Review, 110, 145–172. doi:10.1037/0033-295X.110.1.145
   PubMed Web of Science ®Google Scholar
• Treisman, A., & Souther, J. (1985). Search asymmetry: A diagnostic for preattentive processing of separable features. Journal of Experimental Psychology: General, 114, 285–310. doi:10.1037/0096-3445.114.3.285
   PubMed Web of Science ®Google Scholar
• Turk, M., & Pentland, A. (1991). Eigenfaces for recognition. Journal of Cognitive Neuroscience, 3, 71–86. doi:10.1162/jocn.1991.3.1.71
   PubMed Web of Science ®Google Scholar
• Viola, P., & Jones, M. (2001). Rapid object detection using a boosted cascade of simple features. In Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Volume I (pp. 511–518). Kauai Marriott, HI: IEEE.
   Google Scholar
• Wolfe, J. (1998). Visual search. In H. Pashler (Ed.), Attention (pp. 13–73). London: University College London Press.
   Google Scholar
• Wolfe, J. M. (2001). Asymmetries in visual search: An introduction. Perception and Psychophysics, 63, 381–389. doi:10.3758/BF03194406
   PubMed Web of Science ®Google Scholar
• Wolfe, J. M. (2003). Moving towards solutions to some enduring controversies in visual search. Trends in Cognitive Sciences, 7(2), 70–76. doi:10.1016/S1364-6613(02)00024-4
   PubMed Web of Science ®Google Scholar
• Yambor, W. S., Draper, B. A., & Beveridge, J. R. (2002). Analyzing PCA-based face recognition algorithms: Eigenvector selection and distance measures. In H. Christensen & J. Phillips (Eds.), Empirical evaluation methods in computer vision (pp. 1–14). Singapore: World Scientific Press.
   Google Scholar