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Volumn 7, Issue 1, 2016, Pages 17-28

Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection

Author keywords

Affect; EEG; facial expressions; implicit tagging; video highlight detection

Indexed keywords

ELECTROENCEPHALOGRAPHY; PHYSIOLOGICAL MODELS; RECURRENT NEURAL NETWORKS; SIGNAL DETECTION;

EID: 84963876689     PISSN: 19493045     EISSN: None     Source Type: Journal    
DOI: 10.1109/TAFFC.2015.2436926     Document Type: Article
Times cited : (448)

References (48)
  • 1
    • 80053979787 scopus 로고    scopus 로고
    • Misery loves company:Mood-congruent emotional responding to music
    • P. G. Hunter, E. G. Schellenberg, and A. T. Griffith, "Misery loves company:Mood-congruent emotional responding to music," Emotion, vol. 11, no. 5, pp. 1068-1072, 2011.
    • (2011) Emotion , vol.11 , Issue.5 , pp. 1068-1072
    • Hunter, P.G.1    Schellenberg, E.G.2    Griffith, A.T.3
  • 2
    • 84901044532 scopus 로고    scopus 로고
    • Corpus development for affective video indexing
    • Jun.
    • M. Soleymani, M. Larson, T. Pun, and A. Hanjalic, "Corpus development for affective video indexing," IEEE Trans. Multimedia, vol. 16, no. 4, pp. 1075-1089, Jun. 2014.
    • (2014) IEEE Trans. Multimedia , vol.16 , Issue.4 , pp. 1075-1089
    • Soleymani, M.1    Larson, M.2    Pun, T.3    Hanjalic, A.4
  • 3
    • 79951511370 scopus 로고    scopus 로고
    • Looking at the viewer: Analysing facial activity to detect personal highlights of multimedia contents
    • H. Joho, J. Staiano, N. Sebe, and J. Jose, "Looking at the viewer: Analysing facial activity to detect personal highlights of multimedia contents," Multimedia Tools Appl., vol. 51, no. 2, pp. 505-523, 2010.
    • (2010) Multimedia Tools Appl. , vol.51 , Issue.2 , pp. 505-523
    • Joho, H.1    Staiano, J.2    Sebe, N.3    Jose, J.4
  • 6
    • 27944495684 scopus 로고    scopus 로고
    • What are emotions? And how can they be measured?
    • K. R. Scherer, "What are emotions? And how can they be measured?" Soc. Sci. Inf., vol. 44, no. 4, pp. 695-729, 2005.
    • (2005) Soc. Sci. Inf. , vol.44 , Issue.4 , pp. 695-729
    • Scherer, K.R.1
  • 7
    • 0026250084 scopus 로고
    • Culture and the categorization of emotions
    • J. A. Russell, "Culture and the categorization of emotions," Psych. Bul., vol. 110, no. 3, pp. 426-450, 1991.
    • (1991) Psych. Bul. , vol.110 , Issue.3 , pp. 426-450
    • Russell, J.A.1
  • 8
    • 0017712350 scopus 로고
    • Evidence for a three-factor theory of emotions
    • J. A. Russell and A. Mehrabian, "Evidence for a three-factor theory of emotions," J. Res. Personality, vol. 11, no. 3, pp. 273-294, 1977.
    • (1977) J. Res. Personality , vol.11 , Issue.3 , pp. 273-294
    • Russell, J.A.1    Mehrabian, A.2
  • 9
    • 84886395193 scopus 로고    scopus 로고
    • Categorical and dimensional affect analysis in continuous input: Current trends and future directions
    • H. Gunes and B. Schuller, "Categorical and dimensional affect analysis in continuous input: Current trends and future directions," Image Vis. Comput., vol. 31, no. 2, pp. 120-136, 2013.
    • (2013) Image Vis. Comput. , vol.31 , Issue.2 , pp. 120-136
    • Gunes, H.1    Schuller, B.2
  • 10
    • 0000351727 scopus 로고
    • Investigating causal relations by econometric models and cross-spectral methods
    • C. W. Granger, "Investigating causal relations by econometric models and cross-spectral methods," Econometrica: J. Econ. Soc., vol. 37, pp. 424-438, 1969.
    • (1969) Econometrica: J. Econ. Soc. , vol.37 , pp. 424-438
    • Granger, C.W.1
  • 13
    • 80054842318 scopus 로고    scopus 로고
    • Continuous prediction of spontaneous affect from multiple cues and modalities in valencearousal space
    • Apr.-Jun.
    • M. Nicolaou, H. Gunes, and M. Pantic, "Continuous prediction of spontaneous affect from multiple cues and modalities in valencearousal space," IEEE Trans. Affective Comput., vol. 2, no. 2, pp. 92-105, Apr.-Jun. 2011.
    • (2011) IEEE Trans. Affective Comput. , vol.2 , Issue.2 , pp. 92-105
    • Nicolaou, M.1    Gunes, H.2    Pantic, M.3
  • 14
    • 84859899698 scopus 로고    scopus 로고
    • The SEMAINE database: Annotated multimodal records of emotionally colored conversations between a person and a limited agent
    • Jan.-Mar.
    • G. McKeown, M. Valstar, R. Cowie, M. Pantic, and M. Schroder, "The SEMAINE database: Annotated multimodal records of emotionally colored conversations between a person and a limited agent," IEEE Trans. Affective Comput., vol. 3, no. 1, pp. 5-17, Jan.-Mar. 2012.
    • (2012) IEEE Trans. Affective Comput. , vol.3 , Issue.1 , pp. 5-17
    • McKeown, G.1    Valstar, M.2    Cowie, R.3    Pantic, M.4    Schroder, M.5
  • 18
    • 85032751429 scopus 로고    scopus 로고
    • Implicit human-centered tagging
    • Nov.
    • M. Pantic and A. Vinciarelli, "Implicit human-centered tagging," IEEE Signal Process. Mag., vol. 26, no. 6, pp. 173-180, Nov. 2009.
    • (2009) IEEE Signal Process. Mag. , vol.26 , Issue.6 , pp. 173-180
    • Pantic, M.1    Vinciarelli, A.2
  • 20
    • 84872235595 scopus 로고    scopus 로고
    • Crowdsourcing facial responses to online videos
    • Oct.-Dec.
    • D. McDuff, R. El Kaliouby, and R. W. Picard, "Crowdsourcing facial responses to online videos," IEEE Trans. Affective Comput., vol. 3, no. 4, pp. 456-468, Oct.-Dec. 2012.
    • (2012) IEEE Trans. Affective Comput. , vol.3 , Issue.4 , pp. 456-468
    • McDuff, D.1    El Kaliouby, R.2    Picard, R.W.3
  • 23
    • 84885639531 scopus 로고    scopus 로고
    • Highlight detection in movie scenes through inter-users, physiological linkage
    • N. Ramzan, R. van Zwol, J.-S. Lee, K. Clüver, and X.-S. Hua, Eds. New York, NY, USA: Springer
    • C. Chênes, G. Chanel, M. Soleymani, and T. Pun, "Highlight detection in movie scenes through inter-users, physiological linkage," in Social Media Retrieval, N. Ramzan, R. van Zwol, J.-S. Lee, K. Clüver, and X.-S. Hua, Eds. New York, NY, USA: Springer, 2013, pp. 217-237.
    • (2013) Social Media Retrieval , pp. 217-237
    • Chênes, C.1    Chanel, G.2    Soleymani, M.3    Pun, T.4
  • 25
    • 78649311783 scopus 로고    scopus 로고
    • Affective characterization of movie scenes based on content analysis and physiological changes
    • Jun.
    • M. Soleymani, G. Chanel, J. J. M. Kierkels, and T. Pun, "Affective characterization of movie scenes based on content analysis and physiological changes," Int. J. Semantic Comput., vol. 3, no. 2, pp. 235-254, Jun. 2009.
    • (2009) Int. J. Semantic Comput. , vol.3 , Issue.2 , pp. 235-254
    • Soleymani, M.1    Chanel, G.2    Kierkels, J.J.M.3    Pun, T.4
  • 26
    • 70350704456 scopus 로고    scopus 로고
    • Queries and tags in affect-based multimedia retrieval
    • Piscataway, NJ, USA
    • J. J. M. Kierkels, M. Soleymani, and T. Pun, "Queries and tags in affect-based multimedia retrieval," in Proc. IEEE Int. Conf. Multimedia Expo, Piscataway, NJ, USA, 2009, pp. 1436-1439.
    • (2009) Proc. IEEE Int. Conf. Multimedia Expo , pp. 1436-1439
    • Kierkels, J.J.M.1    Soleymani, M.2    Pun, T.3
  • 29
    • 84863938861 scopus 로고    scopus 로고
    • Multimodal emotion recognition in response to videos
    • Apr.-Jun.
    • M. Soleymani, M. Pantic, and T. Pun, "Multimodal emotion recognition in response to videos," IEEE Trans. Affective Comput., vol. 3, no. 2, pp. 211-223, Apr.-Jun. 2012.
    • (2012) IEEE Trans. Affective Comput. , vol.3 , Issue.2 , pp. 211-223
    • Soleymani, M.1    Pantic, M.2    Pun, T.3
  • 31
    • 84859911947 scopus 로고    scopus 로고
    • A multimodal database for affect recognition and implicit tagging
    • Jan.-Mar.
    • M. Soleymani, J. Lichtenauer, T. Pun, and M. Pantic, "A multimodal database for affect recognition and implicit tagging," IEEE Trans. Affective Comput., vol. 3, no. 1, pp. 42-55, Jan.-Mar. 2012.
    • (2012) IEEE Trans. Affective Comput. , vol.3 , Issue.1 , pp. 42-55
    • Soleymani, M.1    Lichtenauer, J.2    Pun, T.3    Pantic, M.4
  • 32
    • 0028307950 scopus 로고
    • Measuring emotion: The selfassessment manikin and the semantic differential
    • Mar.
    • M. M. Bradley and P. J. Lang, "Measuring emotion: The selfassessment manikin and the semantic differential," J. Behavior Therapy Experimental Psychiatry, vol. 25, no. 1, pp. 49-59, Mar. 1994.
    • (1994) J. Behavior Therapy Experimental Psychiatry , vol.25 , Issue.1 , pp. 49-59
    • Bradley, M.M.1    Lang, P.J.2
  • 33
    • 77957726379 scopus 로고    scopus 로고
    • Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers
    • A. Schaefer, F. Nils, X. Sanchez, and P. Philippot, "Assessing the effectiveness of a large database of emotion-eliciting films: A new tool for emotion researchers," Cogn. Emotion, vol. 24, no. 7, pp. 1153-1172, 2010.
    • (2010) Cogn. Emotion , vol.24 , Issue.7 , pp. 1153-1172
    • Schaefer, A.1    Nils, F.2    Sanchez, X.3    Philippot, P.4
  • 35
    • 0027170987 scopus 로고
    • Habituation of phasic and tonic components of the orienting reflex
    • R. J. Barry and E. N. Sokolov, "Habituation of phasic and tonic components of the orienting reflex," Int. J. Psychophysiol., vol. 15, no. 1, pp. 39-42, 1993.
    • (1993) Int. J. Psychophysiol. , vol.15 , Issue.1 , pp. 39-42
    • Barry, R.J.1    Sokolov, E.N.2
  • 37
    • 0141426853 scopus 로고    scopus 로고
    • Affective neuroscience and psychophysiology: Toward a synthesis
    • R. J. Davidson, "Affective neuroscience and psychophysiology: Toward a synthesis.," Psychophysiology, vol. 40, no. 5, pp. 655-665, 2003.
    • (2003) Psychophysiology , vol.40 , Issue.5 , pp. 655-665
    • Davidson, R.J.1
  • 39
    • 0031573117 scopus 로고    scopus 로고
    • Long short-term memory
    • S. Hochreiter and J. Schmidhuber, "Long short-term memory," Neural Comput., vol. 9, no. 8, pp. 1735-1780, 1997.
    • (1997) Neural Comput. , vol.9 , Issue.8 , pp. 1735-1780
    • Hochreiter, S.1    Schmidhuber, J.2
  • 40
    • 0041423684 scopus 로고    scopus 로고
    • EMG contamination of EEG: Spectral and topographical characteristics
    • Sep.
    • I. Goncharova, D. McFarland, T. Vaughan, and J. Wolpaw, "EMG contamination of EEG: Spectral and topographical characteristics," Clin. Neurophysiol., vol. 114, no. 9, pp. 1580-1593, Sep. 2003.
    • (2003) Clin. Neurophysiol. , vol.114 , Issue.9 , pp. 1580-1593
    • Goncharova, I.1    McFarland, D.2    Vaughan, T.3    Wolpaw, J.4
  • 42
    • 84893230462 scopus 로고    scopus 로고
    • Analysis and compensation of the reaction lag of evaluators in continuous emotional annotations
    • Sep.
    • S. Mariooryad and C. Busso, "Analysis and compensation of the reaction lag of evaluators in continuous emotional annotations," in Proc. Humaine Assoc. Conf. Affect. Comput. Intell. Interaction, Sep. 2013, pp. 85-90.
    • (2013) Proc. Humaine Assoc. Conf. Affect. Comput. Intell. Interaction , pp. 85-90
    • Mariooryad, S.1    Busso, C.2
  • 45
    • 84885627733 scopus 로고    scopus 로고
    • Fusion of facial expressions and EEG for implicit affective tagging
    • S. Koelstra and I. Patras, "Fusion of facial expressions and eeg for implicit affective tagging," Image Vis. Comput., vol. 31, no. 2, pp. 167-174, 2013.
    • (2013) Image Vis. Comput. , vol.31 , Issue.2 , pp. 167-174
    • Koelstra, S.1    Patras, I.2
  • 47
    • 84892611788 scopus 로고    scopus 로고
    • Learning a sparse codebook of facial and body microexpressions for emotion recognition
    • Y. Song, L.-P. Morency, and R. Davis, "Learning a sparse codebook of facial and body microexpressions for emotion recognition," in Proc. ACM Int. Conf. Multimodal Interaction, 2013, pp. 237-244.
    • (2013) Proc. ACM Int. Conf. Multimodal Interaction , pp. 237-244
    • Song, Y.1    Morency, L.-P.2    Davis, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.