The rehabilitation of face recognition impairments: a critical review and future directions

While much research has investigated the neural and cognitive characteristics of face recognition impairments (prosopagnosia), much less work has examined their rehabilitation. In this paper, we present a critical analysis of the studies that have attempted to improve face-processing skills in acquired and developmental prosopagnosia, and place them in the context of the wider neurorehabilitation literature. First, we examine whether neuroplasticity within the typical face-processing system varies across the lifespan, in order to examine whether timing of intervention may be crucial. Second, we examine reports of interventions in acquired prosopagnosia, where training in compensatory strategies has had some success. Third, we examine reports of interventions in developmental prosopagnosia, where compensatory training in children and remedial training in adults have both been successful. However, the gains are somewhat limited—compensatory strategies have resulted in labored recognition techniques and limited generalization to untrained faces, and remedial techniques require longer periods of training and result in limited maintenance of gains. Critically, intervention suitability and outcome in both forms of the condition likely depends on a complex interaction of factors, including prosopagnosia severity, the precise functional locus of the impairment, and individual differences such as age. Finally, we discuss future directions in the rehabilitation of prosopagnosia, and the possibility of boosting the effects of cognitive training programmes by simultaneous administration of oxytocin or non-invasive brain stimulation. We conclude that future work using more systematic methods and larger participant groups is clearly required, and in the case of developmental prosopagnosia, there is an urgent need to develop early detection and remediation tools for children, in order to optimize intervention outcome.

[1]  J. Tanaka,et al.  Mixed emotions: Holistic and analytic perception of facial expressions , 2010, Cognition & emotion.

[2]  James W Tanaka,et al.  Using computerized games to teach face recognition skills to children with autism spectrum disorder: the Let's Face It! program. , 2010, Journal of child psychology and psychiatry, and allied disciplines.

[3]  J. Haxby,et al.  The distributed human neural system for face perception , 2000, Trends in Cognitive Sciences.

[4]  Sarah Bate,et al.  Covert recognition relies on affective valence in developmental prosopagnosia: evidence from the skin conductance response. , 2012, Neuropsychology.

[5]  D. Burke,et al.  Evidence that identity-dependent and identity-independent neural populations are recruited in the perception of five basic emotional facial expressions , 2009, Vision Research.

[6]  Emanuela Bricolo,et al.  Do all kids look alike? Evidence for an other-age effect in adults. , 2008, Journal of experimental psychology. Human perception and performance.

[7]  Karen Lander,et al.  Exploring the Role of Motion in Prosopagnosia: Recognizing, Learning and Matching Faces , 2004, Neurocase.

[8]  C. French Developmental Disorders of the Frontostriatal System: Neuropsychological, Neuropsychiatric and Evolutionary Perspectives , 2003 .

[9]  Sarah E. MacPherson,et al.  Familiar Other-Race Faces Show Normal Holistic Processing and are Robust to Perceptual Stress , 2007, Perception.

[10]  M. Farah Is face recognition ‘special’? Evidence from neuropsychology , 1996, Behavioural Brain Research.

[11]  Galia Avidan,et al.  Structural imaging reveals anatomical alterations in inferotemporal cortex in congenital prosopagnosia. , 2007, Cerebral cortex.

[12]  R. Lindsay,et al.  Identification Accuracy of Children versus Adults: A Meta-Analysis , 1998, Law and human behavior.

[13]  K. Nakayama,et al.  The Cambridge Face Memory Test: Results for neurologically intact individuals and an investigation of its validity using inverted face stimuli and prosopagnosic participants , 2006, Neuropsychologia.

[14]  John R. Hodges,et al.  Progressive prosopagnosia associated with selective right temporal lobe atrophy. A new syndrome? , 1995, Brain : a journal of neurology.

[15]  D. Corbett,et al.  Efficacy of Rehabilitative Experience Declines with Time after Focal Ischemic Brain Injury , 2004, The Journal of Neuroscience.

[16]  K. Nakayama,et al.  Where cognitive development and aging meet: Face learning ability peaks after age 30 , 2011, Cognition.

[17]  Leslie B. Cohen,et al.  Do 7-month-old infants process independent features or facial configurations? , 2001 .

[18]  Alex Martin,et al.  Facial Emotion Recognition in Autism Spectrum Disorders: A Review of Behavioral and Neuroimaging Studies , 2010, Neuropsychology Review.

[19]  Sabine C. Herpertz,et al.  Effects of intranasal oxytocin on emotional face processing in women , 2010, Psychoneuroendocrinology.

[20]  Garrison W. Cottrell,et al.  Transmitting and Decoding Facial Expressions , 2005, Psychological science.

[21]  David Roger Fine,et al.  A life with prosopagnosia , 2012, Cognitive neuropsychology.

[22]  Daphne Maurer,et al.  Deficits in sensitivity to spacing after early visual deprivation in humans: a comparison of human faces, monkey faces, and houses. , 2010, Developmental psychobiology.

[23]  A. Young,et al.  Configural information in facial expression perception. , 2000, Journal of experimental psychology. Human perception and performance.

[24]  J. Barton Structure and function in acquired prosopagnosia: lessons from a series of 10 patients with brain damage. , 2008, Journal of neuropsychology.

[25]  J. Fagot,et al.  Categorizing facial identities, emotions, and genders: attention to high- and low-spatial frequencies by children and adults. , 2005, Journal of experimental child psychology.

[26]  Narayanan Srinivasan,et al.  Emotion perception is mediated by spatial frequency content. , 2011, Emotion.

[27]  Viola Macchi Cassia,et al.  Holistic processing for faces and cars in preschool-aged children and adults: evidence from the composite effect. , 2009, Developmental science.

[28]  G. Yovel,et al.  Diagnosing prosopagnosia: Effects of ageing, sex, and participant–stimulus ethnic match on the Cambridge Face Memory Test and Cambridge Face Perception Test , 2009, Cognitive neuropsychology.

[29]  Edward H.F. de Haan,et al.  A dissociation between the sense of familiarity and access to semantic information concerning familiar people , 1991 .

[30]  D. Maurer,et al.  The many faces of configural processing , 2002, Trends in Cognitive Sciences.

[31]  Marie L. Smith,et al.  Transmission of Facial Expressions of Emotion Co-Evolved with Their Efficient Decoding in the Brain: Behavioral and Brain Evidence , 2009, PloS one.

[32]  D. Jeste,et al.  Cognitive training in Alzheimer's disease: a meta‐analysis of the literature , 2006, Acta psychiatrica Scandinavica.

[33]  A. Damasio,et al.  Intact recognition of facial expression, gender, and age in patients with impaired recognition of face identity , 1988, Neurology.

[34]  E. Warrington,et al.  An Experimental Investigation of Facial Recognition in Patients with Unilateral Cerebral Lesions , 1967 .

[35]  K. Scherer,et al.  Interaction effects of perceived gaze direction and dynamic facial expression: Evidence for appraisal theories of emotion , 2007 .

[36]  Jessica L. Irons,et al.  New Tests to Measure Individual Differences in Matching and Labelling Facial Expressions of Emotion, and Their Association with Ability to Recognise Vocal Emotions and Facial Identity , 2013, PloS one.

[37]  Glyn W. Humphreys,et al.  Expression is computed separately from facial identity, and it is computed separately for moving and static faces: Neuropsychological evidence , 1993, Neuropsychologia.

[38]  Gillian Rhodes,et al.  Contact, configural coding and the other-race effect in face recognition. , 2008, British journal of psychology.

[39]  C. Temple,et al.  Developmental Cognitive Neuropsychology , 1997 .

[40]  O. Pascalis,et al.  The Other-Race Effect Develops During Infancy , 2007, Psychological science.

[41]  Giuseppe Iaria,et al.  The correlates of subjective perception of identity and expression in the face network: An fMRI adaptation study , 2009, NeuroImage.

[42]  D. Perrett,et al.  What Gives a Face its Gender? , 1993, Perception.

[43]  E K Warrington,et al.  Prosopagnosia: A Face-Specific Disorder , 1993, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[44]  R. Bhatt,et al.  Face processing in infancy: developmental changes in the use of different kinds of relational information. , 2005, Child development.

[45]  E. Renzi,et al.  Prosopagnosia can be associated with damage confined to the right hemisphere—An MRI and PET study and a review of the literature , 1994, Neuropsychologia.

[46]  Rachel A Robbins,et al.  A Review and Clarification of the Terms “holistic,” “configural,” and “relational” in the Face Perception Literature , 2012, Front. Psychology.

[47]  A. Karmiloff-Smith Crucial differences between developmental cognitive neuroscience and adult neuropsychology , 1997 .

[48]  T. Murphy,et al.  In Vivo Voltage-Sensitive Dye Imaging in Adult Mice Reveals That Somatosensory Maps Lost to Stroke Are Replaced over Weeks by New Structural and Functional Circuits with Prolonged Modes of Activation within Both the Peri-Infarct Zone and Distant Sites , 2009, The Journal of Neuroscience.

[49]  J. Riddoch,et al.  Are faces special? A case of pure prosopagnosia , 2008, Cognitive neuropsychology.

[50]  Michael S. C. Thomas,et al.  Modeling language acquisition in atypical phenotypes. , 2003, Psychological review.

[51]  T. Hodgson,et al.  Covert face recognition relies on affective valence in congenital prosopagnosia , 2009, Cognitive neuropsychology.

[52]  J. Barton,et al.  Impaired configurational processing in a case of progressive prosopagnosia associated with predominant right temporal lobe atrophy. , 2003, Brain : a journal of neurology.

[53]  Brad Duchaine,et al.  Dissociations of Face and Object Recognition in Developmental Prosopagnosia , 2005, Journal of Cognitive Neuroscience.

[54]  Albert Yonas,et al.  Developmental prosopagnosia in childhood , 2012, Cognitive neuropsychology.

[55]  R. Malpass,et al.  Recognition for faces of own and other race. , 1969, Journal of personality and social psychology.

[56]  Murray White,et al.  Parts and Wholes in Expression Recognition , 2000 .

[57]  E. A. Shores,et al.  Traumatic Brain Injury as a Risk Factor for Alzheimer's Disease: A Review , 2004, Neuropsychology Review.

[58]  R. Cohen Kadosh,et al.  Transfer of Cognitive Training across Magnitude Dimensions Achieved with Concurrent Brain Stimulation of the Parietal Lobe , 2013, The Journal of Neuroscience.

[59]  Andrew Kertesz,et al.  The cognitive profile of posterior cortical atrophy , 2006, Neurology.

[60]  E. Rolls,et al.  Face and voice expression identification in patients with emotional and behavioural changes following ventral frontal lobe damage , 1996, Neuropsychologia.

[61]  Elinor McKone,et al.  Sensitivity of 4-year-olds to featural and second-order relational changes in face distinctiveness. , 2006, Journal of experimental child psychology.

[62]  Gillian Rhodes,et al.  Are preschoolers sensitive to configural information in faces? , 2006, Developmental science.

[63]  C. Marra,et al.  Human Neuroscience , 2022 .

[64]  J. Piven,et al.  Visual Scanning of Faces in Autism , 2002, Journal of autism and developmental disorders.

[65]  Michael S. C. Thomas,et al.  Neuropsychology: A Clinical Approach (2001) Bradshaw, Developmental Disorders of the Frontostriatal , 2022 .

[66]  Bruno Rossion,et al.  Does Prosopagnosia Take the Eyes Out of Face Representations? Evidence for a Defect in Representing Diagnostic Facial Information following Brain Damage , 2005, Journal of Cognitive Neuroscience.

[67]  C. Deruelle,et al.  FACE RECOGNITION IN CHILDREN WITH EARLY RIGHT OR LEFT BRAIN DAMAGE , 1994, Developmental medicine and child neurology.

[68]  Giuseppe Iaria,et al.  Perceptual and anatomic patterns of selective deficits in facial identity and expression processing , 2011, Neuropsychologia.

[69]  D. Massaro,et al.  Featural evaluation, integration, and judgment of facial affect. , 1997, Journal of experimental psychology. Human perception and performance.

[70]  J. Hodges,et al.  Progressive prosopagnosia associated with selective right temporal atrophy: a new syndrome? , 2002 .

[71]  K. Nakayama,et al.  Prosopagnosia as an impairment to face-specific mechanisms: Elimination of the alternative hypotheses in a developmental case , 2006, Cognitive neuropsychology.

[72]  Christina Marie Vorndran,et al.  The effects of discrimination training on choice-making accuracy during symbolic perference assessment formats , 2005 .

[73]  K. Hodder,et al.  Errorless learning and spaced retrieval: How do these methods fare in healthy and clinical populations? , 2011, Journal of clinical and experimental neuropsychology.

[74]  Ken Nakayama,et al.  Normal Greeble Learning in a Severe Case of Developmental Prosopagnosia , 2004, Neuron.

[75]  E. Strauss,et al.  Sex-related differences in the cognitive consequences of early left-hemisphere lesions. , 1992, Journal of clinical and experimental neuropsychology.

[76]  O. Pascalis,et al.  Is Face Processing Species-Specific During the First Year of Life? , 2002, Science.

[77]  E. Hessen,et al.  Neuropsychological function 23 years after mild traumatic brain injury: A comparison of outcome after paediatric and adult head injuries , 2007, Brain injury.

[78]  L. Miller Who's That Girl? , 2006 .

[79]  A W Young,et al.  Knowing no fear , 1999, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[80]  E. Renzi,et al.  The pattern of neuropsychological impairment associated with left posterior cerebral artery infarcts. , 1987, Brain : a journal of neurology.

[81]  A. O'Toole,et al.  Recognizing moving faces: a psychological and neural synthesis , 2002, Trends in Cognitive Sciences.

[82]  T. Robinson,et al.  Brain Plasticity and Behavior , 2003, Annual review of psychology.

[83]  Rachel A Robbins,et al.  Can holistic processing be learned for inverted faces? , 2003, Cognition.

[84]  A. Young,et al.  Recognition of facial emotion in nine individuals with bilateral amygdala damage , 1999, Neuropsychologia.

[85]  Sarah Bate,et al.  Angry faces are special too: evidence from the visual scanpath. , 2009, Neuropsychology.

[86]  Vincent Walsh,et al.  Combined TMS and fMRI Reveal Dissociable Cortical Pathways for Dynamic and Static Face Perception , 2014, Current Biology.

[87]  P. Huttenlocher,et al.  Regional differences in synaptogenesis in human cerebral cortex , 1997, The Journal of comparative neurology.

[88]  G. Rhodes,et al.  Holistic Processing of Faces in Preschool Children and Adults , 2003, Psychological science.

[89]  Elinor McKone,et al.  Impaired holistic coding of facial expression and facial identity in congenital prosopagnosia , 2011, Neuropsychologia.

[90]  Ken Nakayama,et al.  Psychosocial consequences of developmental prosopagnosia: a problem of recognition. , 2008, Journal of psychosomatic research.

[91]  T. Mcmillan Rehabilitation of Memory , 1987 .

[92]  A. Karmiloff-Smith,et al.  Different approaches to relating genotype to phenotype in developmental disorders. , 2002, Developmental psychobiology.

[93]  S. de Schonen,et al.  Early brain lesions and face-processing development. , 2005, Developmental psychobiology.

[94]  P. Schyns,et al.  Show Me the Features! Understanding Recognition From the Use of Visual Information , 2002, Psychological science.

[95]  Isabel Gauthier,et al.  Behavioral Change and Its Neural Correlates in Visual Agnosia After Expertise Training , 2005, Journal of Cognitive Neuroscience.

[96]  I. Craw,et al.  Effects of high-pass and low-pass spatial filtering on face identification , 1996, Perception & psychophysics.

[97]  J. Ogden,et al.  Visual object agnosia, prosopagnosia, achromatopsia, loss of visual imagery, and autobiographical amnesia following recovery from cortical blindness: Case M.H. , 1993, Neuropsychologia.

[98]  M. Nitsche,et al.  Effects of Transcranial Electrical Stimulation on Cognition , 2012, Clinical EEG and neuroscience.

[99]  Elinor McKone,et al.  Early maturity of face recognition: No childhood development of holistic processing, novel face encoding, or face-space , 2009, Cognition.

[100]  Lyndsey Nickels,et al.  Developmental prosopagnosia: A case analysis and treatment study , 2006, Cognitive neuropsychology.

[101]  R. Adolphs,et al.  Impaired recognition of emotion in facial expressions following bilateral damage to the human amygdala , 1994, Nature.

[102]  Daphne Maurer,et al.  A comparison of spatial frequency tuning for the recognition of facial identity and facial expressions in adults and children , 2011, Vision Research.

[103]  J. Sergent,et al.  Prosopagnosia in a right hemispherectomized patient. , 1989, Brain : a journal of neurology.

[104]  D. Maurer,et al.  Impairment in Holistic Face Processing Following Early Visual Deprivation , 2004, Psychological science.

[105]  J. Brigham,et al.  Thirty years of investigating the own-race bias in memory for faces: A meta-analytic review , 2001 .

[106]  K. Patterson,et al.  Rehabilitation for cognitive impairment: Does cognitive psychology apply? , 1990 .

[107]  O. Pascalis,et al.  Three-month-olds, but not newborns, prefer own-race faces. , 2005, Developmental science.

[108]  J. Keenan,et al.  Lesions of the fusiform face area impair perception of facial configuration in prosopagnosia , 2002, Neurology.

[109]  A. David,et al.  Emotional memory and perception in temporal lobectomy patients with amygdala damage , 2004, Journal of Neurology, Neurosurgery & Psychiatry.

[110]  M. Fahle Perceptual learning: specificity versus generalization , 2005, Current Opinion in Neurobiology.

[111]  H S Levin,et al.  Prosopagnosia: adouble dissociation between the recognition offamiliar andunfamiliar faces , 1982 .

[112]  What do children look at in an adult face with which they are personally familiar , 2007 .

[113]  Lara J Pierce,et al.  The neural plasticity of other-race face recognition , 2009, Cognitive, affective & behavioral neuroscience.

[114]  Joseph Piven,et al.  Abnormal Use of Facial Information in High-Functioning Autism , 2007, Journal of autism and developmental disorders.

[115]  Saul I. Gass,et al.  The Many Faces of OR , 1991 .

[116]  Glyn W. Humphreys,et al.  Cognitive Neuropsychology and Cognitive Rehabilitation , 1994 .

[117]  Transient prosopagnosia after ischemic stroke , 2006, Neurology.

[118]  M. Corbetta,et al.  Differential contribution of right and left parietal cortex to the control of spatial attention: a simultaneous EEG-rTMS study. , 2012, Cerebral cortex.

[119]  Ruth Kimchi,et al.  Holistic face perception , 2015 .

[120]  A. Oliva,et al.  Dr. Angry and Mr. Smile: when categorization flexibly modifies the perception of faces in rapid visual presentations , 1999, Cognition.

[121]  J. Bradshaw Developmental disorders of the frontostriatal system : neuropsychological, neuropsychiatric, and evolutionary perspectives , 2001 .

[122]  Nikolaus Weiskopf,et al.  Voxel-based morphometry reveals reduced grey matter volume in the temporal cortex of developmental prosopagnosics , 2009, Brain : a journal of neurology.

[123]  R. Cheloha,et al.  The of a Development , 2004 .

[124]  E. Barbeau,et al.  Progressive prosopagnosia , 2004, Neurology.

[125]  E M Critchley,et al.  Loss of memory for people following temporal lobe damage. , 1989, Brain : a journal of neurology.

[126]  D. Trauner,et al.  Facial recognition in children after perinatal stroke. , 1999, Neuropsychiatry, neuropsychology, and behavioral neurology.

[127]  H. Bülthoff,et al.  What the Human Brain Likes About Facial Motion , 2012, Cerebral cortex.

[128]  Melvyn A Goodale,et al.  Voice recognition and the posterior cingulate: an fMRI study of prosopagnosia. , 2008, Journal of neuropsychology.

[129]  Lye Tc,et al.  Traumatic Brain Injury as a Risk Factor for Alzheimer's Disease: A Review , 2000, Neuropsychology Review.

[130]  Matthew F. Peterson,et al.  Looking just below the eyes is optimal across face recognition tasks , 2012, Proceedings of the National Academy of Sciences.

[131]  F. Drislane,et al.  A historic case of visual agnosia revisited after 40 years. , 1991, Brain : a journal of neurology.

[132]  N. Bolger,et al.  Social effects of oxytocin in humans: context and person matter , 2011, Trends in Cognitive Sciences.

[133]  W. Paulus Transcranial electrical stimulation (tES – tDCS; tRNS, tACS) methods , 2011, Neuropsychological rehabilitation.

[134]  Michael S. C. Thomas,et al.  Exploring the Williams syndrome face-processing debate: the importance of building developmental trajectories. , 2004, Journal of child psychology and psychiatry, and allied disciplines.

[135]  G. Humphreys,et al.  To See But Not To See: A Case Study Of Visual Agnosia , 1987 .

[136]  David K. A. Barnes,et al.  correction: Early visual experience and face processing , 2001, Nature.

[137]  Alvin G. Goldstein,et al.  The effects of discrimination training on the recognition of white and oriental faces , 1973 .

[138]  C. Nelson The Development and Neural Bases of Face Recognition , 2001 .

[139]  M. Alexander,et al.  Traumatic brain injury. Predicting course of recovery and outcome for patients admitted to rehabilitation. , 1994, Archives of neurology.

[140]  R. Bucks,et al.  The cognitive profile , 2001 .

[141]  Frédéric Gosselin,et al.  Bubbles: a technique to reveal the use of information in recognition tasks , 2001, Vision Research.

[142]  Alan J. Thompson Rehabilitation of cognitive impairment , 2008 .

[143]  B. Duchaine,et al.  Advances in developmental prosopagnosia research , 2013, Current Opinion in Neurobiology.

[144]  P. Schyns,et al.  A mechanism for impaired fear recognition after amygdala damage , 2005, Nature.

[145]  Dolf Gielen,et al.  THE FRAMEWORK OF THE STUDY , 1997 .

[146]  N. Kanwisher Domain specificity in face perception , 2000, Nature Neuroscience.

[147]  T. Brandt,et al.  Multisensory cortical signal increases and decreases during vestibular galvanic stimulation (fMRI). , 2001, Journal of neurophysiology.

[148]  A. Karmiloff-Smith,et al.  Double Dissociations in Developmental Disorders? Theoretically Misconceived, Empirically Dubious , 2003, Cortex.

[149]  Lars A. Ross,et al.  Improved proper name recall by electrical stimulation of the anterior temporal lobes , 2010, Neuropsychologia.

[150]  E. Hill,et al.  Measuring the effects of alexithymia on perception of emotional vocalizations in autistic spectrum disorder and typical development , 2012, Psychological Medicine.

[151]  K. Nakayama,et al.  Holistic face training enhances face processing in developmental prosopagnosia. , 2014, Brain : a journal of neurology.

[152]  Sarah-Jayne Blakemore,et al.  Effects of Age, Task Performance, and Structural Brain Development on Face Processing , 2012, Cerebral cortex.

[153]  J. Brock,et al.  Specificity of impaired facial identity recognition in children with suspected developmental prosopagnosia , 2010, Cognitive neuropsychology.

[154]  Ken Nakayama,et al.  Normal emotion recognition in a prosopagnosic , 2003 .

[155]  Glyn W Humphreys,et al.  Face context interferes with local part processing in a prosopagnosic patient , 2002, Neuropsychologia.

[156]  Galia Avidan,et al.  Reduced structural connectivity in ventral visual cortex in congenital prosopagnosia , 2009, Nature Neuroscience.

[157]  A. Schulz,et al.  Post-learning intranasal oxytocin modulates human memory for facial identity , 2008, Psychoneuroendocrinology.

[158]  M R Polster,et al.  Representations in learning new faces: Evidence from prosopagnosia , 1996, Journal of the International Neuropsychological Society.

[159]  Philip B. Mitchell,et al.  Oxytocin Increases Gaze to the Eye Region of Human Faces , 2008, Biological Psychiatry.

[160]  Short article: Why mix-ups don't happen in the nursery: Evidence for an experience-based interpretation of the other-age effect , 2009, Quarterly journal of experimental psychology.

[161]  Lynn C. Robertson,et al.  Functional Plasticity in Ventral Temporal Cortex following Cognitive Rehabilitation of a Congenital Prosopagnosic , 2007, Journal of Cognitive Neuroscience.

[162]  Michael G. Strintzis,et al.  Face Recognition , 2008, Encyclopedia of Multimedia.

[163]  K. Nakayama,et al.  Please Scroll down for Article Cognitive Neuropsychology Family Resemblance: Ten Family Members with Prosopagnosia and Within-class Object Agnosia , 2022 .

[164]  V. Anderson,et al.  Developmental Neuropsychology: A Clinical Approach , 2001 .

[165]  Philip Scheltens,et al.  The clinical profile of right temporal lobe atrophy. , 2004, Brain : a journal of neurology.

[166]  G. Hole,et al.  Factors Influencing the Accuracy of Age Estimates of Unfamiliar Faces , 1995, Perception.

[167]  D. Maurer,et al.  A comparison of spatial frequency tuning for judgments of eye gaze and facial identity , 2015, Vision Research.

[168]  Thomas Elbert,et al.  Human Cerebral Cortex , 1994 .

[169]  Frederic Dick,et al.  Developmental Changes in Effective Connectivity in the Emerging Core Face Network , 2010, Cerebral cortex.

[170]  R. Schultz Developmental deficits in social perception in autism: the role of the amygdala and fusiform face area , 2005, International Journal of Developmental Neuroscience.

[171]  F. Newcombe,et al.  Covert and overt recognition in prosopagnosia. , 1991, Brain : a journal of neurology.

[172]  Daniel D. Dilks,et al.  Differential selectivity for dynamic versus static information in face-selective cortical regions , 2011, NeuroImage.

[173]  R. Abrams,et al.  Motion Onset Captures Attention , 2003, Psychological science.

[174]  Daphne Maurer,et al.  Contact and other-race effects in configural and component processing of faces. , 2009, British journal of psychology.

[175]  J. Davidoff,et al.  Enhancement of face recognition learning in patients with brain injury using three cognitive training procedures , 2008, Neuropsychological rehabilitation.

[176]  J Sergent Influence of task and input factors on hemispheric involvement in face processing. , 1985, Journal of experimental psychology. Human perception and performance.

[177]  Oliver G. B. Garrod,et al.  Reconstructing dynamic mental models of facial expressions in prosopagnosia reveals distinct representations for identity and expression , 2015, Cortex.

[178]  S. de Schonen,et al.  Effect of visual experience on face processing: a developmental study of inversion and non-native effects. , 2004, Developmental science.

[179]  J. Haxby,et al.  Neural systems for recognition of familiar faces , 2007, Neuropsychologia.

[180]  Geoffrey Bird,et al.  Alexithymia, Not Autism, Predicts Poor Recognition of Emotional Facial Expressions , 2013, Psychological science.

[181]  J. Richard Hanley,et al.  Defective recognition of familiar people , 1989 .

[182]  A Danek,et al.  Frontotemporale Lobärdegenerationen , 2009, Fortschritte der Neurologie-Psychiatrie.

[183]  C. Pallier,et al.  Reversibility of the Other-Race Effect in Face Recognition During Childhood , 2005, Psychological science.

[184]  R. C. Kadosh Using transcranial electrical stimulation to enhance cognitive functions in the typical and atypical brain , 2013 .

[185]  H. Hécaen,et al.  Agnosia for faces (prosopagnosia). , 1962, Archives of neurology.

[186]  A. Young,et al.  Understanding face recognition. , 1986, British journal of psychology.

[187]  Philip B. Mitchell,et al.  Oxytocin Enhances the Encoding of Positive Social Memories in Humans , 2008, Biological Psychiatry.

[188]  C. Miniussi,et al.  Random Noise Stimulation Improves Neuroplasticity in Perceptual Learning , 2011, The Journal of Neuroscience.

[189]  R. Cook,et al.  Developmental prosopagnosia , 2016, Current Biology.

[190]  S. Carmichael,et al.  Growth-associated gene expression after stroke: evidence for a growth-promoting region in peri-infarct cortex , 2005, Experimental Neurology.

[191]  R. Lindsay,et al.  Identification Accuracy of Children versus Adults: A , 1998 .

[192]  Michael W. Miller,et al.  Is this a new type of primary prosopagnosia, both progressive and apperceptive? , 2012, Neuropsychiatric disease and treatment.

[193]  D. Navon Forest before trees: The precedence of global features in visual perception , 1977, Cognitive Psychology.

[194]  Witold Pedrycz,et al.  Face recognition: A study in information fusion using fuzzy integral , 2005, Pattern Recognit. Lett..

[195]  Ingo Kennerknecht,et al.  First report of prevalence of non‐syndromic hereditary prosopagnosia (HPA) , 2006, American journal of medical genetics. Part A.

[196]  Irwin Pollack,et al.  Effects of High Pass and Low Pass Filtering on the Intelligibility of Speech in Noise , 1948 .

[197]  R. Adolphs,et al.  Cortical Systems for the Recognition of Emotion in Facial Expressions , 1996, The Journal of Neuroscience.

[198]  K. Walsh Neuropsychology: A Clinical Approach , 1978 .

[199]  Sarah White,et al.  Normal social cognition in developmental prosopagnosia , 2009, Cognitive neuropsychology.

[200]  B. Rossion The composite face illusion: A whole window into our understanding of holistic face perception , 2013 .

[201]  J E Joseph,et al.  Developmental shifts in cortical loci for face and object recognition , 2004, Neuroreport.

[202]  Christopher J. Fox,et al.  What is adapted in face adaptation? The neural representations of expression in the human visual system , 2007, Brain Research.

[203]  H. Ellis,et al.  Identification of Familiar and Unfamiliar Faces from Internal and External Features: Some Implications for Theories of Face Recognition , 1979, Perception.

[204]  U. Lindenberger,et al.  Cognitive Development , 2014, Front. Young Minds..

[205]  A. Young,et al.  Matching Familiar and Unfamiliar Faces on Internal and External Features , 1985, Perception.

[206]  Peter Klaver,et al.  Oxytocin Makes a Face in Memory Familiar , 2009, The Journal of Neuroscience.

[207]  G. Humphreys,et al.  Compensatory strategies in processing facial emotions: Evidence from prosopagnosia , 2006, Neuropsychologia.

[208]  A. Young,et al.  Training in face‐processing skills for a child with acquired prosopagnosia , 1988 .

[209]  T. F. Gross Recognition of Immaturity and Emotional Expressions in Blended Faces by Children with Autism and Other Developmental Disabilities , 2008, Journal of autism and developmental disorders.

[210]  A. Violon,et al.  [A case of regressive prosopagnosia (author's transl)]. , 1981, Acta neurologica Belgica.

[211]  E. Bullmore,et al.  Differential activation of the amygdala and the ‘social brain’ during fearful face-processing in Asperger Syndrome , 2007, Neuropsychologia.

[212]  M. Alexander,et al.  Traumatic Brain Injury: Predicting Course of Recovery and Outcome for Patients Admitted to Rehabilitation , 1994 .

[213]  D. Skuse,et al.  Avoidance of emotionally arousing stimuli predicts social–perceptual impairment in Asperger's syndrome , 2008, Neuropsychologia.

[214]  Bruno Rossion,et al.  Prolonged Visual Experience in Adulthood Modulates Holistic Face Perception , 2008, PloS one.

[215]  Philip C. Ko,et al.  Improvement of a face perception deficit via subsensory galvanic vestibular stimulation , 2005, Journal of the International Neuropsychological Society.

[216]  S. Porges,et al.  Emotion Recognition in Children with Autism Spectrum Disorders: Relations to Eye Gaze and Autonomic State , 2010, Journal of autism and developmental disorders.

[217]  Dara S Manoach,et al.  Perception of facial expression and facial identity in subjects with social developmental disorders , 2005, Neurology.

[218]  J. Grafman,et al.  A Case of Prosopagnosia Following Moderate Closed Head Injury with Left Hemisphere Focal Lesion , 2000, Cortex.

[219]  Christian Büchel,et al.  Different amygdala subregions mediate valence-related and attentional effects of oxytocin in humans , 2010, Proceedings of the National Academy of Sciences.

[220]  B. Duchaine,et al.  Intranasal inhalation of oxytocin improves face processing in developmental prosopagnosia , 2014, Cortex.

[221]  B. Rossion,et al.  Holistic face processing is mature at 4 years of age: evidence from the composite face effect. , 2007, Journal of experimental child psychology.

[222]  Glyn W. Humphreys,et al.  'Who's that girl?' Prosopagnosia, person-based semantic disorder, and the reacquisition of face identification ability , 2002 .

[223]  Argye E. Hillis,et al.  The role of models of language processing in rehabilitation of language impairments , 1993 .

[224]  M. Tarr,et al.  Becoming a “Greeble” Expert: Exploring Mechanisms for Face Recognition , 1997, Vision Research.

[225]  G. V. Van Hoesen,et al.  Prosopagnosia , 1982, Neurology.

[226]  D. Bishop,et al.  Cognitive Neuropsychology and Developmental Disorders: Uncomfortable Bedfellows , 1997, The Quarterly journal of experimental psychology. A, Human experimental psychology.

[227]  Max Coltheart,et al.  Training of familiar face recognition and visual scan paths for faces in a child with congenital prosopagnosia , 2008, Cognitive neuropsychology.

[228]  Antonia Hamilton,et al.  Recognition of Emotions in Autism: A Formal Meta-Analysis , 2013, Journal of autism and developmental disorders.

[229]  L. Spillmann,et al.  Stroke-blind for colors, faces and locations: Partial recovery after three years. , 2000, Restorative neurology and neuroscience.

[230]  G. Gainotti Is the Right Anterior Temporal Variant of Prosopagnosia a Form of ‘Associative Prosopagnosia’ or a Form of ‘Multimodal Person Recognition Disorder’? , 2013, Neuropsychology Review.

[231]  C. Barthélémy,et al.  Exploration of core features of a human face by healthy and autistic adults analyzed by visual scanning , 2009, Neuropsychologia.

[232]  Denise A. Minnebusch,et al.  Event‐related potentials reflect heterogeneity of developmental prosopagnosia , 2007, European Journal of Neuroscience.

[233]  Brenda Milner,et al.  Do I know you? Face perception and memory in patients with selective amygdalo-hippocampectomy , 2002, Neuropsychologia.

[234]  J. Davidoff,et al.  Prevalence and correlates of face recognition impairments after acquired brain injury , 2006, Neuropsychological rehabilitation.

[235]  Jeffrey S. Maxwell,et al.  Human Amygdala Responsivity to Masked Fearful Eye Whites , 2004, Science.

[236]  Margot J. Taylor,et al.  The Faces of Development: A Review of Early Face Processing over Childhood , 2004, Journal of Cognitive Neuroscience.

[237]  P. Huttenlocher Neural Plasticity: The Effects of Environment on the Development of the Cerebral Cortex , 2002 .

[238]  Kenneth F. Valyear,et al.  The involvement of the “fusiform face area” in processing facial expression , 2005, Neuropsychologia.

[239]  R. Cohen Kadosh,et al.  Can transcranial electrical stimulation improve learning difficulties in atypical brain development? A future possibility for cognitive training , 2013, Developmental Cognitive Neuroscience.

[240]  Y Rossetti,et al.  Cognitive Rehabilitation , 2018, Neurorehabilitation in Neuro-Oncology.

[241]  P. Feyereisen,et al.  A case of prosopagnosia with some preserved covert remembrance of familiar faces , 1983, Brain and Cognition.

[242]  K. Cave,et al.  Can We Lose Memories of Faces? Content Specificity and Awareness in a Prosopagnosic , 1991, Journal of Cognitive Neuroscience.

[243]  N. Etcoff,et al.  Selective attention to facial identity and facial emotion , 1984, Neuropsychologia.

[244]  G. Schwarzer,et al.  Gaze behaviour in hereditary prosopagnosia , 2007, Psychological research.

[245]  A. Antal,et al.  Increasing Human Brain Excitability by Transcranial High-Frequency Random Noise Stimulation , 2008, The Journal of Neuroscience.

[246]  R. Mccarthy,et al.  Delusions about people , 1995 .

[247]  Mitsuru Kawamura,et al.  Prosopagnosia: A Clinical and Anatomical Study of Four Patients , 1995, Cortex.

[248]  E. Haan,et al.  Behavioural and Physiological Evidence for Covert Face Recognition in a Prosopagnosic Patient , 1992, Cortex.

[249]  Jane E Joseph,et al.  The development of expert face processing: are infants sensitive to normal differences in second-order relational information? , 2007, Journal of experimental child psychology.

[250]  R. Buxton,et al.  The development of face and location processing: an fMRI study , 2003 .

[251]  I. Whishaw,et al.  Both compensation and recovery of skilled reaching following small photothrombotic stroke to motor cortex in the rat , 2009, Experimental Neurology.

[252]  A. Vighetto,et al.  An attention modulated response to disgust in human ventral anterior insula , 2003, Annals of neurology.

[253]  James W. Tanaka,et al.  A Framework for the Study and Treatment of Face Processing Deficits in Autism , 2003 .

[254]  D. Maurer,et al.  Neuroperception: Early visual experience and face processing , 2001, Nature.

[255]  R. Cohen Kadosh,et al.  Long-Term Enhancement of Brain Function and Cognition Using Cognitive Training and Brain Stimulation , 2013, Current Biology.

[256]  Benson Df,et al.  Posterior cortical atrophy. , 1988, Archives of neurology.