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Volumn 2, Issue 2, 2011, Pages 92-105

Continuous prediction of spontaneous affect from multiple cues and modalities in valence-arousal space

Author keywords

continuous affect prediction; Dimensional affect recognition; emotional acoustic signals; facial expressions; multicue and multimodal fusion; output associative fusion.; shoulder gestures; valence and arousal dimensions

Indexed keywords

AFFECT RECOGNITION; EMOTIONAL ACOUSTIC SIGNALS; FACIAL EXPRESSIONS; MULTI-MODAL FUSION; OUTPUT-ASSOCIATIVE FUSION.; VALENCE AND AROUSAL DIMENSIONS;

EID: 80054842318     PISSN: 19493045     EISSN: None     Source Type: Journal    
DOI: 10.1109/T-AFFC.2011.9     Document Type: Article
Times cited : (438)

References (67)
  • 1
    • 0031351460 scopus 로고    scopus 로고
    • Arousal and valence in the direct scaling of emotional response to film clips
    • N. Alvarado, "Arousal and Valence in the Direct Scaling of Emotional Response to Film Clips," Motivation and Emotion, vol. 21, pp. 323-348, 1997.
    • (1997) Motivation and Emotion , vol.21 , pp. 323-348
    • Alvarado, N.1
  • 2
    • 11944264057 scopus 로고
    • Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis
    • N. Ambady and R. Rosenthal, "Thin Slices of Expressive Behavior as Predictors of Interpersonal Consequences: A Meta-Analysis," Psychological Bull., vol. 11, no. 2, pp. 256-274, 1992.
    • (1992) Psychological Bull. , vol.11 , Issue.2 , pp. 256-274
    • Ambady, N.1    Rosenthal, R.2
  • 3
    • 0033369033 scopus 로고    scopus 로고
    • Exploiting the past and the future in protein secondary structure prediction
    • P. Baldi, S. Brunak, P. Frasconi, G. Pollastri, and G. Soda, "Exploiting the Past and the Future in Protein Secondary Structure Prediction," Bioinformatics, vol. 15, pp. 937-946, 1999. (Pubitemid 30103164)
    • (1999) Bioinformatics , vol.15 , Issue.11 , pp. 937-946
    • Baldi, P.1    Brunak, S.2    Frasconi, P.3    Soda, G.4    Pollastri, G.5
  • 5
    • 0035196269 scopus 로고    scopus 로고
    • Oriented principal component analysis for large margin classifiers
    • DOI 10.1016/S0893-6080(01)00106-X, PII S089360800100106X
    • S. Bermejo and J. Cabestany, "Oriented Principal Component Analysis for Large Margin Classifiers," Neural Networks, vol. 14, no. 10, pp. 1447-1461, 2001. (Pubitemid 33101880)
    • (2001) Neural Networks , vol.14 , Issue.10 , pp. 1447-1461
    • Bermejo, S.1    Cabestany, J.2
  • 6
    • 75149188375 scopus 로고    scopus 로고
    • Twin gaussian processes for structured prediction
    • L. Bo and C. Sminchisescu, "Twin Gaussian Processes for Structured Prediction," Int'l J. Computer Vision, vol. 87, pp. 28-52, 2010.
    • (2010) Int'l J. Computer Vision , vol.87 , pp. 28-52
    • Bo, L.1    Sminchisescu, C.2
  • 8
    • 79953822842 scopus 로고    scopus 로고
    • Affect detection: An interdisciplinary review of models, methods, and their applications
    • Jan.-June
    • R.A. Calvo and S. DMello, "Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications," IEEE Trans. Affective Computing, vol. 1, no. 1, pp. 18-37, Jan.-June 2010.
    • (2010) IEEE Trans. Affective Computing , vol.1 , Issue.1 , pp. 18-37
    • Calvo, R.A.1    Dmello, S.2
  • 9
    • 56449106584 scopus 로고    scopus 로고
    • User and context adaptive neural networks for emotion recognition
    • G. Caridakis, K. Karpouzis, and S. Kollias, "User and Context Adaptive Neural Networks for Emotion Recognition," Neurocomputing, vol. 71, nos. 13-15, pp. 2553-2562, 2008.
    • (2008) Neurocomputing , vol.71 , Issue.13-15 , pp. 2553-2562
    • Caridakis, G.1    Karpouzis, K.2    Kollias, S.3
  • 20
    • 0014100985 scopus 로고
    • Head and body cues in gyrus and inferior medial prefrontal cortex in social perception
    • P. Ekman and W. Friesen, "Head and Body Cues in Gyrus and Inferior Medial Prefrontal Cortex in Social Perception," Perceptual & Motor Skills, vol. 24, pp. 711-724, 1967.
    • (1967) Perceptual & Motor Skills , vol.24 , pp. 711-724
    • Ekman, P.1    Friesen, W.2
  • 22
    • 21544458365 scopus 로고    scopus 로고
    • Emotion recognition in human-computer interaction
    • DOI 10.1016/j.neunet.2005.03.006, PII S0893608005000390, Emotion and Brain
    • N. Fragopanagos and J.G. Taylor, "Emotion Recognition in Human-Computer Interaction," Neural Networks, vol. 18, no. 4, pp. 389-405, 2005. (Pubitemid 40922647)
    • (2005) Neural Networks , vol.18 , Issue.4 , pp. 389-405
    • Fragopanagos, N.1    Taylor, J.G.2
  • 24
    • 43849088204 scopus 로고    scopus 로고
    • Conscious emotional experience emerges as a function of multilevel, appraisal-driven response synchronization
    • D. Grandjean, D. Sander, and K.R. Scherer, "Conscious Emotional Experience Emerges as a Function of Multilevel, Appraisal-Driven Response Synchronization," Consciousness and Cognition, vol. 17, pp. 484-495, 2008.
    • (2008) Consciousness and Cognition , vol.17 , pp. 484-495
    • Grandjean, D.1    Sander, D.2    Scherer, K.R.3
  • 25
    • 27744588611 scopus 로고    scopus 로고
    • Framewise phoneme classification with bidirectional LSTM and other neural network architectures
    • DOI 10.1016/j.neunet.2005.06.042, PII S0893608005001206
    • A. Graves and J. Schmidhuber, "Framewise Phoneme Classification with Bidirectional LSTM and Other Neural Network Architectures," Neural Networks, vol. 18, pp. 602-610, 2005. (Pubitemid 43186580)
    • (2005) Neural Networks , vol.18 , Issue.5-6 , pp. 602-610
    • Graves, A.1    Schmidhuber, J.2
  • 27
    • 78049394179 scopus 로고    scopus 로고
    • Automatic, dimensional and continuous emotion recognition
    • H. Gunes and M. Pantic, "Automatic, Dimensional and Continuous Emotion Recognition," Int. J. Synthetic Emotions, vol. 1, no. 1, pp. 68-99, 2010.
    • (2010) Int. J. Synthetic Emotions , vol.1 , Issue.1 , pp. 68-99
    • Gunes, H.1    Pantic, M.2
  • 28
    • 78049368043 scopus 로고    scopus 로고
    • Dimensional emotion prediction from spontaneous head gestures for interaction with sensitive artificial listeners
    • H. Gunes and M. Pantic, "Dimensional Emotion Prediction from Spontaneous Head Gestures for Interaction with Sensitive Artificial Listeners," Proc. Int'l Conf. Intelligent Virtual Agents, pp. 371-377, 2010.
    • (2010) Proc. Int'l Conf. Intelligent Virtual Agents , pp. 371-377
    • Gunes, H.1    Pantic, M.2
  • 30
    • 0003575034 scopus 로고
    • Diploma thesis, Institut Für Informatik, Lehrstuhl Prof. Brauer, Technische Universität München
    • S. Hochreiter, "Untersuchungen zu Dynamischen Neuronalen Netzen," diploma thesis, Institut Für Informatik, Lehrstuhl Prof. Brauer, Technische Universität München, 1991.
    • (1991) Untersuchungen zu Dynamischen Neuronalen Netzen"
    • Hochreiter, S.1
  • 31
    • 0042276525 scopus 로고    scopus 로고
    • The vanishing gradient problem during learning recurrent neural nets and problem solutions
    • S. Hochreiter, "The Vanishing Gradient Problem during Learning Recurrent Neural Nets and Problem Solutions," Int'l J. Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 6, no. 2, pp. 107-116, 1998. (Pubitemid 128539033)
    • (1998) International Journal of Uncertainty, Fuzziness and Knowlege-Based Systems , vol.6 , Issue.2 , pp. 107-116
    • Hochreiter, S.1
  • 32
    • 21544480590 scopus 로고    scopus 로고
    • Emotion recognition through facial expression analysis based on a neurofuzzy network
    • DOI 10.1016/j.neunet.2005.03.004, PII S0893608005000377, Emotion and Brain
    • S. Ioannou, A. Raouzaiou, V. Tzouvaras, T. Mailis, K. Karpouzis, and S. Kollias, "Emotion Recognition through Facial Expression Analysis Based on a Neurofuzzy Method," J. Neural Networks, vol. 18, no. 4, pp. 423-435, 2005. (Pubitemid 40922649)
    • (2005) Neural Networks , vol.18 , Issue.4 , pp. 423-435
    • Ioannou, S.V.1    Raouzaiou, A.T.2    Tzouvaras, V.A.3    Mailis, T.P.4    Karpouzis, K.C.5    Kollias, S.D.6
  • 36
    • 70349656084 scopus 로고    scopus 로고
    • Bimodal emotion recognition using speech and physiological changes
    • I-Tech Education and Publishing
    • J. Kim, "Bimodal Emotion Recognition Using Speech and Physiological Changes," Robust Speech Recognition and Understanding, pp. 265-280, I-Tech Education and Publishing, 2007.
    • (2007) Robust Speech Recognition and Understanding , pp. 265-280
    • Kim, J.1
  • 38
    • 35348845820 scopus 로고    scopus 로고
    • Affective state estimation for human-robot interaction
    • DOI 10.1109/TRO.2007.904899, Special Issue on Human-Robot Interaction
    • D. Kulic and E.A. Croft, "Affective State Estimation for Human-Robot Interaction," IEEE Trans. Robotics, vol. 23, no. 5, pp. 991-1000, Oct. 2007. (Pubitemid 47577975)
    • (2007) IEEE Transactions on Robotics , vol.23 , Issue.5 , pp. 991-1000
    • Kulic, D.1    Croft, E.2
  • 40
    • 0001963120 scopus 로고
    • Emotion and the autonomic nervous system: A prospectus for research on autonomic specificity
    • John Wiley & Sons
    • R. Levenson, "Emotion and the Autonomic Nervous System: A Prospectus for Research on Autonomic Specificity," Social Psychophysiology and Emotion: Theory and Clinical Applications, pp. 17-42, John Wiley & Sons, 1988.
    • (1988) Social Psychophysiology and Emotion: Theory and Clinical Applications , pp. 17-42
    • Levenson, R.1
  • 41
    • 33846988610 scopus 로고    scopus 로고
    • Neural correlates of processing valence and arousal in affective words
    • P.A. Lewis, H.D. Critchley, P. Rotshtein, and R.J. Dolan, "Neural Correlates of Processing Valence and Arousal in Affective Words," Cerebral Cortex, vol. 17, no. 3, pp. 742-748, 2007.
    • (2007) Cerebral Cortex , vol.17 , Issue.3 , pp. 742-748
    • Lewis, P.A.1    Critchley, H.D.2    Rotshtein, P.3    Dolan, R.J.4
  • 45
    • 78149479604 scopus 로고    scopus 로고
    • Audio-visual classification and fusion of spontaneous affective data in likelihood space
    • M. Nicolaou, H. Gunes, and M. Pantic, "Audio-Visual Classification and Fusion of Spontaneous Affective Data in Likelihood Space," Proc. IEEE Int'l Conf. Pattern Recognition, pp. 3695-3699, 2010.
    • (2010) Proc. IEEE Int'l Conf. Pattern Recognition , pp. 3695-3699
    • Nicolaou, M.1    Gunes, H.2    Pantic, M.3
  • 48
    • 79958729348 scopus 로고    scopus 로고
    • Joint model-parameter validation of self-estimates of valence and arousal: Probing a differential-weighting model of affective intensity
    • A.M. Oliveira, M.P. Teixeira, I.B. Fonseca, and M. Oliveira, "Joint Model-Parameter Validation of Self-Estimates of Valence and Arousal: Probing a Differential-Weighting Model of Affective Intensity," Proc. 22nd Ann. Meeting Int'l Soc. for Psychophysics, pp. 245-250, 2006.
    • (2006) Proc. 22nd Ann. Meeting Int'l Soc. for Psychophysics , pp. 245-250
    • Oliveira, A.M.1    Teixeira, M.P.2    Fonseca, I.B.3    Oliveira, M.4
  • 49
    • 2942590310 scopus 로고    scopus 로고
    • Toward an affect-sensitive multimodal human-computer interaction
    • DOI 10.1109/JPROC.2003.817122, Human-Computer Multimodal Interface
    • M. Pantic and L. Rothkrantz, "Toward an Affect Sensitive Multimodal Human-Computer Interaction," Proc. IEEE, vol. 91, no. 9, pp. 1370-1390, Sept. 2003. (Pubitemid 40890819)
    • (2003) Proceedings of the IEEE , vol.91 , Issue.9 , pp. 1370-1390
    • Pantic, M.1    Rothkrantz, L.J.M.2
  • 51
    • 0001835850 scopus 로고
    • Accurate short-term analysis of the fundamental frequency and the harmonics-to-noise ratio of a sampled sound
    • B. Paul, "Accurate Short-Term Analysis of the Fundamental Frequency and the Harmonics-to-Noise Ratio of a Sampled Sound," Proc. Inst. of Phonetic Sciences, pp. 97-110, 1993.
    • (1993) Proc. Inst. of Phonetic Sciences , pp. 97-110
    • Paul, B.1
  • 53
    • 1542427941 scopus 로고    scopus 로고
    • Filtering via simulation: Auxiliary particle filters
    • M.K. Pitt and N. Shephard, "Filtering via Simulation: Auxiliary Particle Filters," J. Am. Statistical Assoc., vol. 94, no. 446, pp. 590-616, 1999.
    • (1999) J. Am. Statistical Assoc. , vol.94 , Issue.446 , pp. 590-616
    • Pitt, M.K.1    Shephard, N.2
  • 56
    • 0002171967 scopus 로고    scopus 로고
    • Psychological models of emotion
    • Oxford Univ. Press
    • K. Scherer, "Psychological Models of Emotion," The Neuropsychology of Emotion, pp. 137-162, Oxford Univ. Press, 2000.
    • (2000) The Neuropsychology of Emotion , pp. 137-162
    • Scherer, K.1
  • 58
    • 0031268931 scopus 로고    scopus 로고
    • Bidirectional recurrent neural networks
    • PII S1053587X97080550
    • M. Schuster and K.K. Paliwal, "Bidirectional Recurrent Neural Networks," IEEE Trans. Signal Processing, vol. 45, no. 11, pp. 2673-2681, Nov. 1997. (Pubitemid 127766336)
    • (1997) IEEE Transactions on Signal Processing , vol.45 , Issue.11 , pp. 2673-2681
    • Schuster, M.1    Paliwal, K.K.2
  • 61
    • 27944482912 scopus 로고    scopus 로고
    • Fully automatic facial feature point detection using gabor feature based boosted classifiers
    • IEEE Systems, Man and Cybernetics Society, Proceedings - 2005 International Conference on Systems, Man and Cybernetics
    • D. Vukadinovic and M. Pantic, "Fully Automatic Facial Feature Point Detection Using Gabor Feature Based Boosted Classifiers," Proc. IEEE Int'l Conf. Systems, Man, and Cybernetics, vol. 2, pp. 1692-1698, 2005. (Pubitemid 41667548)
    • (2005) Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics , vol.2 , pp. 1692-1698
    • Vukadinovic, D.1    Pantic, M.2
  • 62
    • 33749572603 scopus 로고    scopus 로고
    • From physiological signals to emotions: Implementing and comparing selected methods for feature extraction and classification
    • DOI 10.1109/ICME.2005.1521579, 1521579, IEEE International Conference on Multimedia and Expo, ICME 2005
    • J. Wagner, J. Kim, and E. Andre, "From Physiological Signals to Emotions: Implementing and Comparing Selected Methods for Feature Extraction and Classification," Proc. IEEE Int'l Conf. Multimedia and Expo, pp. 940-943, 2005. (Pubitemid 44669023)
    • (2005) IEEE International Conference on Multimedia and Expo, ICME 2005 , vol.2005 , pp. 940-943
    • Wagner, J.1    Kim, J.2    Andre, E.3
  • 64
    • 77956721304 scopus 로고    scopus 로고
    • Combining long short-term memory and dynamic bayesian networks for incremental emotion-sensitive artificial listening
    • Oct.
    • M. Wöllmer, B. Schuller, F. Eyben, and G. Rigoll, "Combining Long Short-Term Memory and Dynamic Bayesian Networks for Incremental Emotion-Sensitive Artificial Listening," IEEE J. Selected Topics in Signal Processing, vol. 4, no. 5, pp. 867-881, Oct. 2010.
    • (2010) IEEE J. Selected Topics in Signal Processing , vol.4 , Issue.5 , pp. 867-881
    • Wöllmer, M.1    Schuller, B.2    Eyben, F.3    Rigoll, G.4
  • 67
    • 57149144228 scopus 로고    scopus 로고
    • A survey of affect recognition methods: Audio, visual, and spontaneous expressions
    • Jan.
    • Z. Zeng, M. Pantic, G. Roisman, and T. Huang, "A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 31, no. 1, pp. 39-58, Jan. 2009.
    • (2009) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.31 , Issue.1 , pp. 39-58
    • Zeng, Z.1    Pantic, M.2    Roisman, G.3    Huang, T.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.