Skip to main content
Log in

Learning to recognize face shapes through serial exploration

  • Research Article
  • Published:
Experimental Brain Research Aims and scope Submit manuscript

Abstract

Human observers are experts at visual face recognition due to specialized visual mechanisms for face processing that evolve with perceptual expertize. Such expertize has long been attributed to the use of configural processing, enabled by fast, parallel information encoding of the visual information in the face. Here we tested whether participants can learn to efficiently recognize faces that are serially encoded—that is, when only partial visual information about the face is available at any given time. For this, ten participants were trained in gaze-restricted face recognition in which face masks were viewed through a small aperture controlled by the participant. Tests comparing trained with untrained performance revealed (1) a marked improvement in terms of speed and accuracy, (2) a gradual development of configural processing strategies, and (3) participants’ ability to rapidly learn and accurately recognize novel exemplars. This performance pattern demonstrates that participants were able to learn new strategies to compensate for the serial nature of information encoding. The results are discussed in terms of expertize acquisition and relevance for other sensory modalities relying on serial encoding.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Boutsen L, Humphreys GW (2003) The effect of inversion on the encoding of normal and ‘thatcherized’ faces. Q J Exp Psychol 56A(6):955–975

    Google Scholar 

  • Brainard DH (1997) The psychophysics toolbox. Spat Vis 10:433–436

    Article  PubMed  CAS  Google Scholar 

  • Carey S, Diamond R (1977) From piecemeal to configurational representation of faces. Science 195:312–314

    Article  PubMed  CAS  Google Scholar 

  • Collishaw SM, Hole GJ (2000) Featural and configurational processes in the recognition of faces of different familiarity. Perception 29(8):893–909

    Article  PubMed  CAS  Google Scholar 

  • Dahl CD, Wallraven C, Bülthoff HH, Logothetis NK (2009) Humans and macaques employ similar face-processing strategies. Curr Biol 19:509–513

    Article  PubMed  CAS  Google Scholar 

  • Dalrymple KA, Bischof WF, Cameron D, Barton JJ, Kingstone A (2010) Simulating simultanagnosia: spatially constricted vision mimics local capture and the global processing deficit. Exp Brain Res 202(2):445–455

    Article  PubMed  Google Scholar 

  • Dalrymple KA, Birmingham E, Bischof WF, Barton JJ, Kingstone A (2011) Experiencing simultanagnosia through windowed viewing of complex social scenes. Brain Res 1367:265–277

    Article  PubMed  CAS  Google Scholar 

  • De Gelder B, Rouw R (2000) Paradoxical configuration effects for faces and objects in prosopagnosia. Neuropsychologia 38:1271–1279

    Article  PubMed  Google Scholar 

  • Diamond R, Carey S (1986) Why faces are and are not special: an effect of expertise. J Exp Psychol Gen 115:107–117

    Article  PubMed  CAS  Google Scholar 

  • Dopjans L, Wallraven C, Bülthoff HH (2009) Cross-modal transfer in visual and haptic face recognition. IEEE Trans Haptics 2:236–240

    Article  Google Scholar 

  • Dopjans L, Bülthoff HH, Wallraven C (2012) Serial exploration of faces: comparing vision and touch. J Vis 12(1):6

    Google Scholar 

  • Farah MJ, Wilson KD, Drain HM, Tanaka JR (1995) The inverted face inversion effect in prosopagnosia: evidence for mandatory, face-specific perceptual mechanisms. Vis Res 35(14):2089–2093

    Article  PubMed  CAS  Google Scholar 

  • Freire A, Lee K, Symons LA (2000) The face-inversion effect as a deficit in the encoding of configural information: direct evidence. Perception 29:159–170

    Article  PubMed  CAS  Google Scholar 

  • Gauthier I, Tarr MJ (1997) Becoming a ‘Greeble’ expert: exploring the face recognition mechanism. Vis Res 37:1673–1682

    Article  PubMed  CAS  Google Scholar 

  • Gauthier I, Tarr MJ (2002) Unraveling mechanisms for expert object recognition: bridging brain activity and behavior. J Exp Psychol Human Learn Memory 28:432–446

    Google Scholar 

  • Gauthier I, Williams P, Tarr MJ, Tanaka JW (1998) Training ‘greeble’ experts: a framework for studying expert object recognition processes. Vis Res 38:2401–2428

    Article  PubMed  CAS  Google Scholar 

  • Gauthier I, Behrmann M, Tarr MJ (1999a) Can face recognition really be dissociated from object recognition? J Cognit Neurosci 11:349–370

    Article  CAS  Google Scholar 

  • Gauthier I, Tarr MJ, Anderson A, Skudlarski P, Gore JC (1999b) Activation of the middle fusiform ‘face area’ increases with expertise in recognizing novel objects. Nat Neurosci 2:568–573

    Article  PubMed  CAS  Google Scholar 

  • Gold JM, Mundy PJ, Tjan BS (2012) The perception of a face is no more than the sum of its parts. Psychol Sci. doi:10.1177/0956797611427407

    PubMed  Google Scholar 

  • Hay DC, Cox R (2000) Developmental changes in the recognition of faces and facial features. Infant Child Dev 9:199–212

    Article  Google Scholar 

  • Hole GJ (1994) Configurational factors in the perception of unfamiliar faces. Perception 23(1):64–74

    Article  Google Scholar 

  • Ikeda M, Uchikawa K (1978) Integrating time for visual pattern perception and a comparison with the tactile mode. Vis Res 18:1565–1571

    Article  PubMed  CAS  Google Scholar 

  • Jiang F, Blanz V, Rossion B (2011) Holistic processing of shape cues in face identification: evidence from face inversion, composite faces, and acquired prosopagnosia. Visual Cognit 19(8):1003–1034

    Article  Google Scholar 

  • Lakatos S, Marks L (1999) Haptic form perception: relative salience of local and global features. Percept Psychophys 61(5):895–908

    Article  PubMed  CAS  Google Scholar 

  • Leder H, Bruce V (2000) When inverted faces are recognized: the role of configural information in face recognition. Q J Exp Psychol 53A:513–536

    Google Scholar 

  • Loomis JM, Lederman SJ (1986) Tactual perception. In: Boff KR, Kaufman L, Thomas JP (eds) Handbook of perception and human performances, vol 2, cognitive processes and performance. Wiley, New York, pp 31/1–31/41

    Google Scholar 

  • Loomis JM, Klatzky RL, Lederman SJ (1991) Similarity of tactual and visual picture recognition with limited field of view. Perception 20:167–177

    Article  PubMed  CAS  Google Scholar 

  • Malpass RS, Lavigueur H, Weldon DE (1973) Verbal and visual training in face recognition. Percept Psychophys 14:283–292

    Article  Google Scholar 

  • Maurer D, LeGrand R, Mondloch CJ (2002) The many faces of configural processing. Trends Cognit Sci 6:255–260

    Article  Google Scholar 

  • McKone E, Kanwisher N, Duchaine BC (2006) Can generic expertise explain special processing for faces? Trends Cognit Sci 11(1):8–15

    Article  Google Scholar 

  • Mondloch CJ, Geldart S, Maurer D, LeGrand R (2003) Developmental changes in face processing skills. J Exp Child Psychol 86:67–84

    Article  PubMed  Google Scholar 

  • O’Toole AJ, Vetter T, Blanz V (1999) Three-dimensional shape and two-dimensional surface reflectance contributions to face recognition: an application of three-dimensional morphing. Vis Res 39:3145–3155

    Article  PubMed  Google Scholar 

  • Palmeri TJ, Cottrell GW (2010) Modeling perceptual expertise. In: Gauthier I, Tarr MJ, Bub D (eds) Perceptual expertise: bridging brain activity and behavior. Oxford University Press, Oxford

    Google Scholar 

  • Pelli DG (1997) The VideoToolbox software for visual psychophysics: transforming numbers into movies. Spat Vis 10:437–442

    Article  PubMed  CAS  Google Scholar 

  • Pellicano E, Rhodes G (2003) Holistic processing of faces in preschool children and adults. Psychol Sci 14:618–622

    Article  PubMed  Google Scholar 

  • Reed CL, Stone VE, Bozova S, Tanaka J (2003) The body-inversion effect. Psychol Sci 14(4):302–308

    Article  PubMed  CAS  Google Scholar 

  • Robbins R, McKone E (2003) Can holistic processing be learned for inverted faces? Cognition 88:79–107

    Article  PubMed  Google Scholar 

  • Russell R, Biederman I, Nederhouser M, Sinha P (2007) The utility of surface reflectance for the recognition of upright and inverted faces. Vis Res 47:157–165

    Article  PubMed  Google Scholar 

  • Schwaninger A, Wallraven C, Cunningham DW, Chiller-Glaus S (2006) Processing of identity and emotion in faces: a psychophysical, physiological and computational perspective. Prog Brain Res 156:321–343

    Article  PubMed  Google Scholar 

  • Schwarzer G (2000) Development of face processing: the effect of face inversion. Child Dev 71:391–401

    Article  PubMed  CAS  Google Scholar 

  • Scott LS, Tanaka J, Sheinberg DL, Curran T (2006) A reevaluation of the electrophysiological correlates of expert object processing. J Cognit Neurosci 18:1453–1465

    Article  Google Scholar 

  • Scott LS, Tanaka JW, Sheinberg DL, Curran T (2008) The role of category learning in the acquisition and retention of perceptual expertise: a behavioral and neurophysiological study. Brain Res 1210:204–215

    Article  PubMed  CAS  Google Scholar 

  • Searcy JH, Bartlett JC (1996) Inversion and processing of component and spatial-relational information of faces. J Exp Psychol Hum Percept Perform 22:43–47

    Google Scholar 

  • Sekuler AB, Gaspar CM, Gold JM, Bennett PJ (2004) Inversion leads to quantitative not qualitative, changes in face processing. Curr Biol 14(5):391–396

    Article  PubMed  CAS  Google Scholar 

  • Sergent J (1984) An investigation into component and configural processes underlying face perception. Br J Psychol 75(2):221–242

    Article  PubMed  Google Scholar 

  • Tanaka JW, Farah MJ (1993) Parts and wholes in face recognition. Q J Exp Psychol 12:242–248

    Google Scholar 

  • Tanaka JW, Sengco J (1997) Features and their configuration in face recognition. Memory Cognit 25:583–592

    Article  CAS  Google Scholar 

  • Tarr MJ, Pinker S (1989) Mental rotation and orientation-dependence in shape recognition. Cogn Psychol 21(2):233–282

    Article  PubMed  CAS  Google Scholar 

  • Troje NF, Bülthoff HH (1996) Face recognition under varying pose: the role of texture and shape. Vis Res 36:1761–1771

    Article  PubMed  CAS  Google Scholar 

  • Valentine T (1988) Upside-down faces: a review of the effects of inversion upon face recognition. Br J Psychol 79:471–491

    Article  PubMed  Google Scholar 

  • Van Belle G, De Graef P, Verfaillie K, Rossion B, Lefèvre P (2010) Face inversion impairs holistic perception: evidence from gaze-contingent stimulation. J Vis 10:1–13

    Google Scholar 

  • Wong ACN, Palmeri T, Gauthier I (2009) Conditions for face-like expertise with objects: becoming a Ziggerin expert—but which type? Psychol Sci 20(9):1109–1117

    Article  Google Scholar 

  • Yin RK (1969) Looking at upside-down faces. J Exp Psychol 81:141–145

    Article  Google Scholar 

  • Yip A, Sinha P (2002) Role of color in face recognition. Perception 31:995–1003

    Article  PubMed  Google Scholar 

Download references

Acknowledgments

This research was supported by a Ph.D. stipend from the Max Planck Society, by the World Class University (WCU) program through the National Research Foundation of Korea funded by the Ministry of Education, Science, and Technology (R31-1008-000-10008-0), and through the National Research Foundation of Korea funded by the Ministry of Education, Science, and Technology (2010-0011569).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Christian Wallraven.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Wallraven, C., Whittingstall, L. & Bülthoff, H.H. Learning to recognize face shapes through serial exploration. Exp Brain Res 226, 513–523 (2013). https://doi.org/10.1007/s00221-013-3463-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00221-013-3463-y

Keywords

Navigation