메뉴 건너뛰기




Volumn 3, Issue 1, 2010, Pages 33-48

Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis

Author keywords

Affective body language; Affective speech; Emotion recognition; Facial expression; Multimodal fusion

Indexed keywords

ACOUSTIC ANALYSIS; AFFECTIVE BODY LANGUAGE; AFFECTIVE SPEECH; AUTOMATIC CLASSIFICATION; BAYESIAN CLASSIFIER; BI-MODAL DATA; BIMODAL EMOTION RECOGNITION; BODY GESTURE; EMOTION RECOGNITION; EMOTIONAL EXPRESSIONS; FACIAL EXPRESSIONS; FEATURE LEVEL; GESTURE-SPEECH; MULTI-MODAL; MULTI-MODAL APPROACH; MULTI-MODAL DATA; MULTI-MODAL FUSION; NATIVE LANGUAGE; RECOGNITION RATES; SYSTEM-BASED; UNIMODAL;

EID: 77949298130     PISSN: 17837677     EISSN: 17838738     Source Type: Journal    
DOI: 10.1007/s12193-009-0025-5     Document Type: Article
Times cited : (202)

References (58)
  • 4
    • 84968724649 scopus 로고    scopus 로고
    • Handbook of pattern recognition and computer vision981-256-105-6, Boston: World Scientific
    • Sebe N, Cohen I, Huang TS (2005) Multimodal emotion recognition. Handbook of pattern recognition and computer vision. World Scientific, Boston. ISBN: 981-256-105-6.
    • (2005) Multimodal Emotion Recognition
    • Sebe, N.1    Cohen, I.2    Huang, T.S.3
  • 5
    • 84883125601 scopus 로고    scopus 로고
    • Affective multimodal human-computer interaction
    • Pantic M, Sebe N, Cohn J, Huang TS (2005) Affective multimodal human-computer interaction. ACM Multimedia 20: 669-676.
    • (2005) ACM Multimedia , vol.20 , pp. 669-676
    • Pantic, M.1    Sebe, N.2    Cohn, J.3    Huang, T.S.4
  • 6
    • 11944264057 scopus 로고
    • Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis
    • Ambady N, Rosenthal R (1992) Thin slices of expressive behavior as predictors of interpersonal consequences: a meta-analysis. Psychol Bull 111(2): 256-274.
    • (1992) Psychol Bull , vol.111 , Issue.2 , pp. 256-274
    • Ambady, N.1    Rosenthal, R.2
  • 8
    • 34547951152 scopus 로고    scopus 로고
    • Bi-modal emotion recognition from expressive face and body gestures
    • Gunes H, Piccardi M (2007) Bi-modal emotion recognition from expressive face and body gestures. J Netw Comput Appl 30: 1334-1345.
    • (2007) J Netw Comput Appl , vol.30 , pp. 1334-1345
    • Gunes, H.1    Piccardi, M.2
  • 15
    • 0030093965 scopus 로고    scopus 로고
    • Acoustic profiles in vocal emotion expression
    • Banse R, Scherer KR (1996) Acoustic profiles in vocal emotion expression. J Pers Soc Psychol 70(3): 614-636.
    • (1996) J Pers Soc Psychol , vol.70 , Issue.3 , pp. 614-636
    • Banse, R.1    Scherer, K.R.2
  • 17
    • 34047197554 scopus 로고    scopus 로고
    • A bimodal face and body gesture database for automatic analysis of human nonverbal affective behavior
    • Hong Kong, China, November 2006
    • Gunes H, Piccardi M (2006) A bimodal face and body gesture database for automatic analysis of human nonverbal affective behavior. In: Proc. of ICPR 2006 the 18th international conference on pattern recognition, Hong Kong, China, November 2006.
    • (2006) Proc. of ICPR 2006 the 18th International Conference On Pattern Recognition
    • Gunes, H.1    Piccardi, M.2
  • 18
    • 33947246708 scopus 로고    scopus 로고
    • Gemep-Geneva multimodal emotion portrayals: A corpus for the study of multimodal emotional expressions
    • In: L. Deviller et al. (ed), Genoa, Italy
    • Banziger T, Pirker H, Scherer K (2006) Gemep-Geneva multimodal emotion portrayals: a corpus for the study of multimodal emotional expressions. In: L. Deviller et al. (ed), Proceedings of LREC'06 workshop on corpora for research on emotion and affect, Genoa, Italy, pp 15-19.
    • (2006) Proceedings of LREC'06 Workshop on Corpora for Research on Emotion and Affect , pp. 15-19
    • Banziger, T.1    Pirker, H.2    Scherer, K.3
  • 20
    • 0030241923 scopus 로고    scopus 로고
    • Human expression recognition from motion using a radial basis function network architecture
    • Rosenblum M, Yacoob Y, Davis L (1996) Human expression recognition from motion using a radial basis function network architecture. IEEE Trans Neural Netw 7(5): 1121-1138.
    • (1996) IEEE Trans Neural Netw , vol.7 , Issue.5 , pp. 1121-1138
    • Rosenblum, M.1    Yacoob, Y.2    Davis, L.3
  • 21
    • 0034498178 scopus 로고    scopus 로고
    • Automatic analysis of facial expressions: The state of the art
    • Pantic M, Rothkrantz LJM (2000) Automatic analysis of facial expressions: the state of the art. IEEE Trans Pattern Anal Mach Intel 22(12): 1424-1445.
    • (2000) IEEE Trans Pattern Anal Mach Intel , vol.22 , Issue.12 , pp. 1424-1445
    • Pantic, M.1    Rothkrantz, L.J.M.2
  • 22
    • 57049108119 scopus 로고    scopus 로고
    • Machine analysis of facial expressions
    • K. Delac and M. Grgic (Eds.), Vienna: I-Tech Education and Publishing
    • Pantic M, Bartlett MS (2007) Machine analysis of facial expressions. In: Delac K, Grgic M (eds) Face recognition. I-Tech Education and Publishing, Vienna, pp 377-416.
    • (2007) Face Recognition , pp. 377-416
    • Pantic, M.1    Bartlett, M.S.2
  • 24
    • 0038548330 scopus 로고    scopus 로고
    • The production and recognition of emotions in speech: Features and algorithms
    • Oudeyer PY (2003) The production and recognition of emotions in speech: features and algorithms. Int J Human-Comput Stud 59(1-2): 157-183.
    • (2003) Int J Human-Comput Stud , vol.59 , Issue.1-2 , pp. 157-183
    • Oudeyer, P.Y.1
  • 26
    • 0037872006 scopus 로고    scopus 로고
    • Recognizing emotion from dance movement: Comparison of spectator recognition and automated techniques
    • Camurri A, Lagerlöf I, Volpe G (2003) Recognizing emotion from dance movement: comparison of spectator recognition and automated techniques. Int J Human-Comput Stud 59(1-2): 213-225.
    • (2003) Int J Human-Comput Stud , vol.59 , Issue.1-2 , pp. 213-225
    • Camurri, A.1    Lagerlöf, I.2    Volpe, G.3
  • 27
    • 1842682532 scopus 로고    scopus 로고
    • A categorical approach to affective gesture recognition
    • Bianchi-Berthouze N, Kleinsmith A (2003) A categorical approach to affective gesture recognition. Connect Sci 15(4): 259-269.
    • (2003) Connect Sci , vol.15 , Issue.4 , pp. 259-269
    • Bianchi-Berthouze, N.1    Kleinsmith, A.2
  • 28
    • 57049146237 scopus 로고    scopus 로고
    • Automated analysis of body movement in emotionally expressive piano performances
    • Castellano G, Mortillaro M, Camurri A, Volpe G, Scherer K (2008) Automated analysis of body movement in emotionally expressive piano performances. Music Percept 26(2): 103-119.
    • (2008) Music Percept , vol.26 , Issue.2 , pp. 103-119
    • Castellano, G.1    Mortillaro, M.2    Camurri, A.3    Volpe, G.4    Scherer, K.5
  • 29
    • 0035481502 scopus 로고    scopus 로고
    • Toward machine emotional intelligence: Analysis of affective physiological state
    • Picard RW, Vyzas E, Healey J (2001) Toward machine emotional intelligence: analysis of affective physiological state. IEEE Trans Pattern Anal Mach Intell 23(10): 1175-1191.
    • (2001) IEEE Trans Pattern Anal Mach Intell , vol.23 , Issue.10 , pp. 1175-1191
    • Picard, R.W.1    Vyzas, E.2    Healey, J.3
  • 31
    • 84968724649 scopus 로고    scopus 로고
    • Handbook of pattern recognition and computer vision, Boston: World Scientific
    • Sebe N, Cohen I, Huang TS (2005) Multimodal emotion recognition. Handbook of pattern recognition and computer vision. World Scientific, Boston.
    • (2005) Multimodal Emotion Recognition
    • Sebe, N.1    Cohen, I.2    Huang, T.S.3
  • 33
    • 57149144228 scopus 로고    scopus 로고
    • A survey of affect recognition methods: Audio, visual, and spontaneous expressions
    • Zeng Z, Pantic M, Roisman GI, Huang TS (2009) A survey of affect recognition methods: audio, visual, and spontaneous expressions. IEEE Trans Pattern Anal Mach Intell 31(1): 39-58.
    • (2009) IEEE Trans Pattern Anal Mach Intell , vol.31 , Issue.1 , pp. 39-58
    • Zeng, Z.1    Pantic, M.2    Roisman, G.I.3    Huang, T.S.4
  • 35
    • 42949107237 scopus 로고    scopus 로고
    • Interrelation between speech and facial gestures in emotional utterances: A single subject study
    • Busso C, Narayanan S (2007) Interrelation between speech and facial gestures in emotional utterances: a single subject study. IEEE Trans Audio Speech Lang Process 20: 2331-2347.
    • (2007) IEEE Trans Audio Speech Lang Process , vol.20 , pp. 2331-2347
    • Busso, C.1    Narayanan, S.2
  • 37
    • 33947235685 scopus 로고    scopus 로고
    • Multimodal expression of emotion: Affect programs or componential appraisal patterns?
    • Scherer KR, Ellgring H (2007) Multimodal expression of emotion: Affect programs or componential appraisal patterns? Emotion 7(1).
    • (2007) Emotion , vol.7 , Issue.1
    • Scherer, K.R.1    Ellgring, H.2
  • 38
    • 0033308459 scopus 로고    scopus 로고
    • Variance analysis of sensitivity information for pruning multilayer feedforward neural networks
    • Engelbrecht AP, Fletcher L, Cloete I (1999) Variance analysis of sensitivity information for pruning multilayer feedforward neural networks. In: Neural networks, IJCNN '99, vol 3, pp 1829-1833.
    • (1999) Neural Networks, IJCNN '99 , vol.3 , pp. 1829-1833
    • Engelbrecht, A.P.1    Fletcher, L.2    Cloete, I.3
  • 39
    • 0030673712 scopus 로고    scopus 로고
    • Emotional posturing: A method towards achieving emotional figure animation
    • Densley DJ, Willis PJ (1997) Emotional posturing: a method towards achieving emotional figure animation. In: Computer animation.
    • (1997) Computer Animation
    • Densley, D.J.1    Willis, P.J.2
  • 45
    • 7444251722 scopus 로고    scopus 로고
    • Analysis of expressive gesture: The eyesweb expressive gesture processing library
    • LNAI, A. Camurri and G. Volpe (Eds.), Berlin: Springer
    • Camurri A, Mazzarino B, Volpe G (2004) Analysis of expressive gesture: the eyesweb expressive gesture processing library. In: Camurri A, Volpe G (eds) Gesture-based communication in human-computer interaction. LNAI, vol 2915. Springer, Berlin.
    • (2004) Gesture-Based Communication in Human-Computer Interaction , vol.2915
    • Camurri, A.1    Mazzarino, B.2    Volpe, G.3
  • 48
    • 34249832377 scopus 로고
    • A bayesian method for the induction of probabilistic networks from data
    • Cooper G, Herskovits E (1992) A bayesian method for the induction of probabilistic networks from data. Mach Learn 9(4): 309-347.
    • (1992) Mach Learn , vol.9 , Issue.4 , pp. 309-347
    • Cooper, G.1    Herskovits, E.2
  • 50
    • 85164392958 scopus 로고
    • A study on cross-validation and bootstrap for accurate estimation and model selection
    • San Francisco: Morgan Kaufmann
    • Kohavi R (1995) A study on cross-validation and bootstrap for accurate estimation and model selection. In: Proceedings of the international joint conference on artificial intelligence, vol 2. Morgan Kaufmann, San Francisco, pp 1137-1143.
    • (1995) Proceedings of the International Joint Conference on Artificial Intelligence , vol.2 , pp. 1137-1143
    • Kohavi, R.1
  • 56
    • 3542990910 scopus 로고    scopus 로고
    • Attributing emotion to static body postures: Recognition accuracy, confusions, and viewpoint dependence
    • Coulson M (2004) Attributing emotion to static body postures: recognition accuracy, confusions, and viewpoint dependence. J Nonverbal Behav 28(2): 117-139.
    • (2004) J Nonverbal Behav , vol.28 , Issue.2 , pp. 117-139
    • Coulson, M.1
  • 57
    • 84902368289 scopus 로고    scopus 로고
    • Emotion analysis in man-machine interaction systems, 3D modeling and animation: Synthesis and analysis techniques
    • Balomenos T, Raouzaiou A, Ioannou S, Drosopoulos A, Karpouzis K, Kollias S (2005) Emotion analysis in man-machine interaction systems, 3D modeling and animation: synthesis and analysis techniques. Idea Group Publ., pp 175-200.
    • (2005) Idea Group Publ , pp. 175-200
    • Balomenos, T.1    Raouzaiou, A.2    Ioannou, S.3    Drosopoulos, A.4    Karpouzis, K.5    Kollias, S.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.