Affective Body Expression Perception and Recognition: A Survey

Thanks to the decreasing cost of whole-body sensing technology and its increasing reliability, there is an increasing interest in, and understanding of, the role played by body expressions as a powerful affective communication channel. The aim of this survey is to review the literature on affective body expression perception and recognition. One issue is whether there are universal aspects to affect expression perception and recognition models or if they are affected by human factors such as culture. Next, we discuss the difference between form and movement information as studies have shown that they are governed by separate pathways in the brain. We also review psychological studies that have investigated bodily configurations to evaluate if specific features can be identified that contribute to the recognition of specific affective states. The survey then turns to automatic affect recognition systems using body expressions as at least one input modality. The survey ends by raising open questions on data collecting, labeling, modeling, and setting benchmarks for comparing automatic recognition systems.

[1]  A. Friberg,et al.  Visual Perception of Expressiveness in Musicians' Body Movements , 2007 .

[2]  P. Ekman,et al.  Felt, false, and miserable smiles , 1982 .

[3]  H. Meeren,et al.  Rapid perceptual integration of facial expression and emotional body language. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[4]  P. Ekman,et al.  The Repertoire of Nonverbal Behavior: Categories, Origins, Usage, and Coding , 1969 .

[5]  Albert Mehrabian,et al.  Encoding of attitude by a seated communicator via posture and position cues. , 1969 .

[6]  Hatice Gunes,et al.  Automatic, Dimensional and Continuous Emotion Recognition , 2010, Int. J. Synth. Emot..

[7]  N. Hadjikhani,et al.  Fear fosters flight: a mechanism for fear contagion when perceiving emotion expressed by a whole body. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[8]  Andrea Kleinsmith,et al.  A categorical approach to affective gesture recognition , 2003, Connect. Sci..

[9]  C. Izard,et al.  Self-Organization of Discrete Emotions, Emotion Patterns, and Emotion-Cognition Relations , 2000 .

[10]  B. de Gelder,et al.  Body expressions influence recognition of emotions in the face and voice. , 2007, Emotion.

[11]  Nadia Bianchi-Berthouze,et al.  Evaluating Exertion Games , 2010, Evaluating User Experience in Games.

[12]  Andrea Kleinsmith,et al.  Recognizing Affective Dimensions from Body Posture , 2007, ACII.

[13]  Hatice Gunes,et al.  A Bimodal Face and Body Gesture Database for Automatic Analysis of Human Nonverbal Affective Behavior , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[14]  Rudolf von Laban,et al.  Modern Educational Dance , 1948 .

[15]  Sanghee Yeo Handbook of individual differences, learning, and instruction. , 2010, Korean journal of medical education.

[16]  Elizabeth A. Crane,et al.  Methodology for Assessing Bodily Expression of Emotion , 2010 .

[17]  R. Adolphs Neural systems for recognizing emotion , 2002, Current Opinion in Neurobiology.

[18]  Oudeyer Pierre-Yves,et al.  The production and recognition of emotions in speech: features and algorithms , 2003 .

[19]  T. Poggio,et al.  Cognitive neuroscience: Neural mechanisms for the recognition of biological movements , 2003, Nature Reviews Neuroscience.

[20]  Anton Leuski,et al.  Ada and Grace: Toward Realistic and Engaging Virtual Museum Guides , 2010, IVA.

[21]  Ashish Kapoor,et al.  Automatic prediction of frustration , 2007, Int. J. Hum. Comput. Stud..

[22]  Andrea Kleinsmith,et al.  Cross-cultural differences in recognizing affect from body posture , 2006, Interact. Comput..

[23]  Shrikanth S. Narayanan,et al.  Classifying emotions in human-machine spoken dialogs , 2002, Proceedings. IEEE International Conference on Multimedia and Expo.

[24]  Shihoko Kamisato,et al.  Extraction of Motion Characteristics Corresponding to Sensitivity Information Using Dance Movement , 2004, J. Adv. Comput. Intell. Intell. Informatics.

[25]  Mark Steedman,et al.  APML, a Markup Language for Believable Behavior Generation , 2004, Life-like characters.

[26]  Jennifer S. Beer,et al.  Facial expression of emotion. , 2003 .

[27]  K. Scherer,et al.  Automated Analysis of Body Movement in Emotionally Expressive Piano Performances , 2008 .

[28]  Fuqiang Zhang,et al.  Recognizing affect from non-stylized body motion using shape of Gaussian descriptors , 2010, SAC '10.

[29]  Rosalind W. Picard Toward computers that recognize and respond to user emotion , 2000, IBM Syst. J..

[30]  Hatice Gunes,et al.  Observer annotation of affective display and evaluation of expressivity: face vs. face-and-body , 2006 .

[31]  Sung-Bae Cho,et al.  Estimating the efficiency of recognizing gender and affect from biological motion , 2002, Vision Research.

[32]  Hatice Gunes,et al.  Bi-modal emotion recognition from expressive face and body gestures , 2007, J. Netw. Comput. Appl..

[33]  Rafael A. Calvo,et al.  Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications , 2010, IEEE Transactions on Affective Computing.

[34]  Tsuhan Chen,et al.  The painful face - Pain expression recognition using active appearance models , 2009, Image Vis. Comput..

[35]  C. Frith,et al.  Dissociable neural pathways for the perception and recognition of expressive and instrumental gestures , 2004, Neuropsychologia.

[36]  Batja Mesquita,et al.  Emotions as dynamic cultural phenomena , 2003 .

[37]  Hatice Gunes,et al.  Automatic Temporal Segment Detection and Affect Recognition From Face and Body Display , 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[38]  D. Matsumoto,et al.  Cross-cultural examination of the semantic dimensions of body postures. , 1985, Journal of personality and social psychology.

[39]  Jean-Claude Martin,et al.  Combining Facial and Postural Expressions of Emotions in a Virtual Character , 2009, IVA.

[40]  Ronald E. Riggio,et al.  Individual Differences and Cues to Deception , 1983 .

[41]  Slawomir Wojniusz,et al.  Posture, movement patterns, and body awareness in women with chronic pelvic pain. , 2006, Journal of psychosomatic research.

[42]  L. Barsalou Grounded cognition. , 2008, Annual review of psychology.

[43]  Dale G. Leathers,et al.  Nonverbal indicators of deception: A new theoretical perspective , 1980 .

[44]  A. Mehrabian Inference of attitudes from the posture, orientation, and distance of a communicator. , 1968, Journal of consulting and clinical psychology.

[45]  Woontack Woo,et al.  Emotion Recognition from Dance Image Sequences Using Contour Approximation , 2004, SSPR/SPR.

[46]  Hillary Anger Elfenbein,et al.  On the universality and cultural specificity of emotion recognition: a meta-analysis. , 2002, Psychological bulletin.

[47]  F. Pollick,et al.  The Role of Velocity in Affect Discrimination , 2001 .

[48]  Glenn E. Littlepagel,et al.  Detection of Deceptive Factual Statements from the Body and the Face , 1979 .

[49]  N. Hadjikhani,et al.  Seeing Fearful Body Expressions Activates the Fusiform Cortex and Amygdala , 2003, Current Biology.

[50]  Luciano Arcuri,et al.  Emotion Recognition in Ethiopia , 1982 .

[51]  Klaus R. Scherer,et al.  Using Actor Portrayals to Systematically Study Multimodal Emotion Expression: The GEMEP Corpus , 2007, ACII.

[52]  Antonio Camurri,et al.  Interactive Systems Design: A KANSEI based Approach , 2002, NIME.

[53]  Sean Neill,et al.  Body Language for Competent Teachers , 1993 .

[54]  David Matsumoto,et al.  DEVELOPMENTAL CHARACTERISTICS IN JUDGMENTS OF EMOTION FROM NONVERBAL VOCAL CUES , 1983 .

[55]  Valery A. Petrushin,et al.  EMOTION IN SPEECH: RECOGNITION AND APPLICATION TO CALL CENTERS , 1999 .

[56]  P. Ekman,et al.  Head and body cues in the judgment of emotion: a reformulation. , 1967, Perceptual and motor skills.

[57]  P. Laukka,et al.  Communication of emotions in vocal expression and music performance: different channels, same code? , 2003, Psychological bulletin.

[58]  Nicu Sebe,et al.  Towards authentic emotion recognition , 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583).

[59]  Peter Robinson,et al.  Detecting Emotions from Connected Action Sequences , 2009, IVIC.

[60]  Nadia Bianchi-Berthouze,et al.  Does Movement Recognition Precision Affect the Player Experience in Exertion Games? , 2011, INTETAIN.

[61]  William Thomas James,et al.  A Study of the Expression of Bodily Posture , 1932 .

[62]  Nadia Bianchi-Berthouze,et al.  Continuous Recognition of Player's Affective Body Expression as Dynamic Quality of Aesthetic Experience , 2012, IEEE Transactions on Computational Intelligence and AI in Games.

[63]  Alison J. Wiggett,et al.  Patterns of fMRI Activity Dissociate Overlapping Functional Brain Areas that Respond to Biological Motion , 2006, Neuron.

[64]  Antonio Camurri,et al.  Multimodal Analysis of Expressive Gesture in Music and Dance Performances , 2003, Gesture Workshop.

[65]  Takeo Kanade,et al.  Comprehensive database for facial expression analysis , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[66]  James J. Lindsay,et al.  Cues to deception. , 2003, Psychological bulletin.

[67]  Peter Robinson,et al.  Real-Time Inference of Complex Mental States from Facial Expressions and Head Gestures , 2004, 2004 Conference on Computer Vision and Pattern Recognition Workshop.

[68]  Mark Sheldon,et al.  On lying and deception. , 1981, Westminster Institute review.

[69]  Maja Pantic,et al.  Automatic Analysis of Facial Expressions: The State of the Art , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[70]  K. Nakayama,et al.  Intact “biological motion” and “structure from motion” perception in a patient with impaired motion mechanisms: A case study , 1990, Visual Neuroscience.

[71]  B. Gelder Towards the neurobiology of emotional body language , 2006, Nature Reviews Neuroscience.

[72]  K. Scherer,et al.  The Body Action and Posture Coding System (BAP): Development and Reliability , 2012 .

[73]  C. Darwin The Expression of the Emotions in Man and Animals , .

[74]  Susan M. Wagner,et al.  Explaining Math: Gesturing Lightens the Load , 2001, Psychological science.

[75]  J. G. Taylor,et al.  Emotion recognition in human-computer interaction , 2005, Neural Networks.

[76]  Ana Paiva,et al.  Affect recognition for interactive companions: challenges and design in real world scenarios , 2009, Journal on Multimodal User Interfaces.

[77]  K. Hiraki,et al.  The relative importance of spatial versus temporal structure in the perception of biological motion: An event-related potential study , 2006, Cognition.

[78]  W. Dittrich Action Categories and the Perception of Biological Motion , 1993, Perception.

[79]  Catherine Pelachaud,et al.  Studies on gesture expressivity for a virtual agent , 2009, Speech Commun..

[80]  George N. Votsis,et al.  Emotion recognition in human-computer interaction , 2001, IEEE Signal Process. Mag..

[81]  Darren Burke,et al.  Judging approachability on the face of it: the influence of face and body expressions on the perception of approachability. , 2011, Emotion.

[82]  David H. Jonassen,et al.  Handbook of Individual Differences, Learning, and Instruction , 1993 .

[83]  Nadia Bianchi-Berthouze,et al.  Understanding the Role of Body Movement in Player Engagement , 2012, Hum. Comput. Interact..

[84]  A. O'Toole,et al.  Prototype-referenced shape encoding revealed by high-level aftereffects , 2001, Nature Neuroscience.

[85]  Rosalind W. Picard,et al.  Towards a Learning Companion that Recognizes Affect , 2001 .

[86]  Steven J. Simske,et al.  Recognition of emotions in interactive voice response systems , 2003, INTERSPEECH.

[87]  Claire L. Roether,et al.  Critical features for the perception of emotion from gait. , 2009, Journal of vision.

[88]  Mark C. Coulson Attributing Emotion to Static Body Postures: Recognition Accuracy, Confusions, and Viewpoint Dependence , 2004 .

[89]  Maja Pantic,et al.  Web-based database for facial expression analysis , 2005, 2005 IEEE International Conference on Multimedia and Expo.

[90]  B. Gelder,et al.  Why bodies? Twelve reasons for including bodily expressions in affective neuroscience , 2009, Philosophical Transactions of the Royal Society B: Biological Sciences.

[91]  Maja Pantic,et al.  MMI Face Database , 2005 .

[92]  Andrew J. Calder,et al.  PII: S0042-6989(01)00002-5 , 2001 .

[93]  J. Vlaeyen,et al.  Fear-avoidance and its consequences in chronic musculoskeletal pain: a state of the art , 2000, Pain.

[94]  Shuichi Fukuda,et al.  Emotion in user interface, voice interaction system , 2000, Smc 2000 conference proceedings. 2000 ieee international conference on systems, man and cybernetics. 'cybernetics evolving to systems, humans, organizations, and their complex interactions' (cat. no.0.

[95]  Anthony Steed,et al.  Automatic Recognition of Non-Acted Affective Postures , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[96]  Ana Paiva,et al.  Automatic analysis of affective postures and body motion to detect engagement with a game companion , 2011, 2011 6th ACM/IEEE International Conference on Human-Robot Interaction (HRI).

[97]  A. Ljunggren,et al.  What are the basic dimensions of movements? A psychometric evaluation of the Comprehensive Body Examination III. , 2001, Nordic journal of psychiatry.

[98]  Michelle Karg,et al.  Recognition of Affect Based on Gait Patterns , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[99]  F. Pollick,et al.  A motion capture library for the study of identity, gender, and emotion perception from biological motion , 2006, Behavior research methods.

[100]  Panagiotis G. Ipeirotis,et al.  Get another label? improving data quality and data mining using multiple, noisy labelers , 2008, KDD.

[101]  Ted S. Sindlinger,et al.  Crowdsourcing: Why the Power of the Crowd is Driving the Future of Business , 2010 .

[102]  P. Ekman Pictures of Facial Affect , 1976 .

[103]  R. Laban,et al.  The mastery of movement , 1950 .

[104]  Hiroshi Yamada,et al.  American-Japanese cultural differences in judgements of emotional expressions of different intensities , 2002 .

[105]  Shaogang Gong,et al.  Beyond Facial Expressions: Learning Human Emotion from Body Gestures , 2007, BMVC.

[106]  Michelle Karg,et al.  A comparison of PCA, KPCA and LDA for feature extraction to recognize affect in gait kinematics , 2009, 2009 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops.

[107]  Hatice Gunes,et al.  From the Lab to the real world: affect recognition using multiple cues and modalities , 2008 .

[108]  A. Haig,et al.  Pain-Related Fear, Lumbar Flexion, and Dynamic EMG Among Persons With Chronic Musculoskeletal Low Back Pain , 2004, The Clinical journal of pain.

[109]  P. Ekman,et al.  Detecting deception from the body or face. , 1974 .

[110]  Andrea Kleinsmith,et al.  Multi-score Learning for Affect Recognition: The Case of Body Postures , 2011, ACII.

[111]  Elizabeth R. Tuminello,et al.  What the face and body reveal: in-group emotion effects and stereotyping of emotion in African American and European American children. , 2011, Journal of experimental child psychology.

[112]  A. Atkinson,et al.  Evidence for distinct contributions of form and motion information to the recognition of emotions from body gestures , 2007, Cognition.

[113]  Lars Omlor,et al.  Extraction of spatio-temporal primitives of emotional body expressions , 2006, Neurocomputing.

[114]  Anthony P. Atkinson,et al.  Impaired recognition of emotions from body movements is associated with elevated motion coherence thresholds in autism spectrum disorders , 2009, Neuropsychologia.

[115]  David Matsumoto,et al.  Cultural similarities and differences in the semantic dimensions of body postures , 1987 .

[116]  M. D. Meijer The contribution of general features of body movement to the attribution of emotions , 1989 .

[117]  Jon Doyle,et al.  Prospects for Preferences , 2004, Comput. Intell..

[118]  Greg Corness,et al.  What the body knows: Exploring the benefits of embodied metaphors in hybrid physical digital environments , 2009, Interact. Comput..

[119]  Norbert Schwarz,et al.  How extending your middle finger affects your perception of others: Learned movements influence concept accessibility , 2009 .

[120]  M. Bond,et al.  Universality and Distinctiveness in Dimensions of Japanese Person Perception , 1975 .

[121]  Antonio Camurri,et al.  Toward a Minimal Representation of Affective Gestures , 2011, IEEE Transactions on Affective Computing.

[122]  Hartmut Leuthold,et al.  On the temporal organization of facial identity and expression analysis: Inferences from event-related brain potentials , 2010, Cognitive, affective & behavioral neuroscience.

[123]  I. Linnankoski,et al.  Expression or emotional-motivational connotations with a one-word utterance. , 1997, The Journal of the Acoustical Society of America.

[124]  David Matsumoto,et al.  CULTURE AND NONVERBAL BEHAVIOR , 2006 .

[125]  Eyke Hüllermeier,et al.  Preference Learning , 2005, Künstliche Intell..

[126]  Peter Robinson,et al.  Detecting Affect from Non-stylised Body Motions , 2007, ACII.

[127]  Andrea Kleinsmith,et al.  Grounding Affective Dimensions into Posture Features , 2005, ACII.

[128]  Antonio Camurri,et al.  A System for Real-Time Multimodal Analysis of Nonverbal Affective Social Interaction in User-Centric Media , 2010, IEEE Transactions on Multimedia.

[129]  Hillary Anger Elfenbein,et al.  Cross-cultural patterns in emotion recognition: highlighting design and analytical techniques. , 2002, Emotion.

[130]  Alice Kvåle,et al.  Examination of movement in patients with long-lasting musculoskeletal pain: reliability and validity. , 2003, Physiotherapy research international : the journal for researchers and clinicians in physical therapy.

[131]  P. Ekman,et al.  Strong evidence for universals in facial expressions: a reply to Russell's mistaken critique. , 1994, Psychological bulletin.

[132]  Antonio Camurri,et al.  Recognizing emotion from dance movement: comparison of spectator recognition and automated techniques , 2003, Int. J. Hum. Comput. Stud..

[133]  J. Russell Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies. , 1994, Psychological bulletin.

[134]  Robert Rosenthal,et al.  Physicians' H]ead and Body Positions as Determinants of Perceived Rapport , 1983 .

[135]  Anton Nijholt,et al.  Movement-Based Sports Video Games: Investigating Motivation and Gaming Experience , 2009, Entertain. Comput..

[136]  Eyke Hllermeier,et al.  Preference Learning , 2010 .

[137]  J. Russell Core affect and the psychological construction of emotion. , 2003, Psychological review.

[138]  Pierre-YvesOudeyer The production and recognition of emotions in speech , 2003 .

[139]  Gerardo Hermosillo,et al.  Learning From Crowds , 2010, J. Mach. Learn. Res..

[140]  Sarah Jane Delany,et al.  Using Crowdsourcing for Labelling Emotional Speech Assets , 2010 .

[141]  Pierre-Yves Oudeyer,et al.  The production and recognition of emotions in speech: features and algorithms , 2003, Int. J. Hum. Comput. Stud..

[142]  R. Neiss,et al.  Posthypnotic suggestion: A method for the study of nonverbal communication , 1989 .

[143]  K. Scherer,et al.  Cues and channels in emotion recognition. , 1986 .

[144]  Frank H Wilhelm,et al.  Muscle tension in generalized anxiety disorder: a critical review of the literature. , 2009, Journal of anxiety disorders.

[145]  K. Scherer,et al.  Bodily expression of emotion , 2009 .

[146]  Frank E. Pollick,et al.  Combining faces and movements to recognize affect , 2004 .

[147]  J. Boucher,et al.  Concepts of depression in emotion lexicons of eight cultures , 1986 .

[148]  L. Barsalou,et al.  Whither structured representation? , 1999, Behavioral and Brain Sciences.

[149]  Azriel Rosenfeld,et al.  Face recognition: A literature survey , 2003, CSUR.

[150]  Peter F. Driessen,et al.  Gesture-Based Affective Computing on Motion Capture Data , 2005, ACII.

[151]  Robert E. Kraut,et al.  Verbal and nonverbal cues in the perception of lying. , 1978 .

[152]  P. Ekman,et al.  Nonverbal Leakage and Clues to Deception †. , 1969, Psychiatry.

[153]  Jun Wang,et al.  A 3D facial expression database for facial behavior research , 2006, 7th International Conference on Automatic Face and Gesture Recognition (FGR06).

[154]  Lester M. Hyman,et al.  Which are the stimuli in facial displays of anger and happiness? Configurational bases of emotion recognition. , 1992 .

[155]  Armin Bruderlin,et al.  Perceiving affect from arm movement , 2001, Cognition.

[156]  Rosalind W. Picard Toward Agents that Recognize Emotion , 1998 .

[157]  Georgios N. Yannakakis Preference learning for affective modeling , 2009, 2009 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops.

[158]  Nadia Bianchi-Berthouze,et al.  Automatic Recognition of Affective Body Movement in a Video Game Scenario , 2011, INTETAIN.

[159]  Nadia Bianchi-Berthouze,et al.  Modeling human affective postures: an information theoretic characterization of posture features , 2004, Comput. Animat. Virtual Worlds.

[160]  D. McNeill Hand and Mind: What Gestures Reveal about Thought , 1992 .

[161]  P. Ekman Mistakes When Deceiving , 1981 .

[162]  Kristen A. Lindquist,et al.  Language and the perception of emotion. , 2006, Emotion.

[163]  Stefan Kopp,et al.  A Conversational Agent as Museum Guide - Design and Evaluation of a Real-World Application , 2005, IVA.

[164]  P J Watson,et al.  Surface electromyography in the identification of chronic low back pain patients: the development of the flexion relaxation ratio. , 1997, Clinical biomechanics.

[165]  Peter Robinson,et al.  Natural affect data — Collection & annotation in a learning context , 2009, 2009 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops.

[166]  Gwen Littlewort,et al.  Recognizing facial expression: machine learning and application to spontaneous behavior , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[167]  K. Scherer,et al.  A blueprint for affective computing: A sourcebook , 2010 .

[168]  Markus Lappe,et al.  The role of spatial and temporal information in biological motion perception , 2008, Advances in cognitive psychology.

[169]  Miriam Kienast,et al.  Acoustical analysis of spectral and temporal changes in emotional speech , 2000 .

[170]  Yuri Ivanov,et al.  Probabilistic combination of multiple modalities to detect interest , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[171]  Lisa Feldman Barrett,et al.  Emotion Words Shape Emotion Percepts , 2022 .

[172]  Jeff Howe,et al.  Crowdsourcing: Why the Power of the Crowd Is Driving the Future of Business , 2008, Human Resource Management International Digest.

[173]  R. Rozensky,et al.  Notation systems for coding nonverbal behavior: A review , 1982 .

[174]  M. Rosenblum,et al.  Human emotion recognition from motion using a radial basis function network architecture , 1994, Proceedings of 1994 IEEE Workshop on Motion of Non-rigid and Articulated Objects.

[175]  P. McLeod,et al.  Preserved and Impaired Detection of Structure From Motion by a 'Motion-blind" Patient , 1996 .

[176]  Nadia Bianchi-Berthouze,et al.  Evaluating Exertion Games , 2010, Evaluating User Experience in Games.

[177]  L. Barsalou,et al.  Embodiment in Attitudes, Social Perception, and Emotion , 2005, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[178]  A. Mehrabian,et al.  A measure of emotional empathy. , 1972, Journal of personality.