메뉴 건너뛰기




Volumn 45, Issue 9, 2015, Pages 1927-1941

Temporal Bayesian Fusion for Affect Sensing: Combining Video, Audio, and Lexical Modalities

Author keywords

Acoustic; affective computing; arousal; Bayesian fusion; emotion recognition; facial expressions; lexical; multimodal; particle filter; power; speech; temporal fusion; turn based; valence

Indexed keywords

ACOUSTICS; FACE RECOGNITION; SPEECH;

EID: 84939825651     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCYB.2014.2362101     Document Type: Article
Times cited : (45)

References (41)
  • 1
    • 84870186039 scopus 로고    scopus 로고
    • Consistent but modest: A meta-analysis on unimodal and multimodal affect detection accuracies from 30 studies
    • S. D'Mello and J. Kory, "Consistent but modest: A meta-analysis on unimodal and multimodal affect detection accuracies from 30 studies, " in Proc. ACM Int. Conf. Multimodal Interact., New York, NY, USA, 2012, pp. 31-38.
    • (2012) Proc. ACM Int. Conf. Multimodal Interact., New York, NY, USA , pp. 31-38
    • D'Mello, S.1    Kory, J.2
  • 2
    • 84867336190 scopus 로고    scopus 로고
    • Multisensor data fusion: A review of the state-of-The-art
    • Jan.
    • B. Khaleghi, A. Khamis, F. O. Karray, and S. N. Razavi, "Multisensor data fusion: A review of the state-of-the-art, " Inf. Fusion, vol. 14, no. 1, pp. 28-44, Jan. 2013.
    • (2013) Inf. Fusion , vol.14 , Issue.1 , pp. 28-44
    • Khaleghi, B.1    Khamis, A.2    Karray, F.O.3    Razavi, S.N.4
  • 3
    • 78049394179 scopus 로고    scopus 로고
    • Automatic, dimensional and continuous emotion recognition
    • Jan.
    • H. Gunes and M. Pantic, "Automatic, dimensional and continuous emotion recognition, " Int. J. Syn. Emot., vol. 1, no. 1, pp. 68-99, Jan. 2010.
    • (2010) Int. J. Syn. Emot. , vol.1 , Issue.1 , pp. 68-99
    • Gunes, H.1    Pantic, M.2
  • 5
    • 79953822842 scopus 로고    scopus 로고
    • Affect detection: An interdisciplinary review of models, methods, and their applications
    • Jan.
    • R. A. Calvo and S. D'Mello, "Affect detection: An interdisciplinary review of models, methods, and their applications, " IEEE Trans. Affect. Comput., vol. 1, no. 1, pp. 18-37, Jan. 2010.
    • (2010) IEEE Trans. Affect. Comput. , vol.1 , Issue.1 , pp. 18-37
    • Calvo, R.A.1    D'Mello, S.2
  • 6
    • 57149144228 scopus 로고    scopus 로고
    • A survey of affect recognition methods: Audio, visual, and spontaneous expressions
    • Jan.
    • Z. Zeng, M. Pantic, G. I. Roisman, and T. S. Huang, "A survey of affect recognition methods: Audio, visual, and spontaneous expressions, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 1, pp. 39-58, Jan. 2009.
    • (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
  • 7
    • 0037209464 scopus 로고    scopus 로고
    • Automatic facial expression analysis: A survey
    • B. Fasel and J. Luettin, "Automatic facial expression analysis: A survey, " Pattern Recognit., vol. 36, no. 1, pp. 259-275, 2003.
    • (2003) Pattern Recognit. , vol.36 , Issue.1 , pp. 259-275
    • Fasel, B.1    Luettin, J.2
  • 9
    • 84862961455 scopus 로고    scopus 로고
    • Error weighted semi-coupled hidden Markov model for audio-visual emotion recognition
    • Feb.
    • J.-C. Lin, C.-H. Wu, and W.-L. Wei, "Error weighted semi-coupled hidden Markov model for audio-visual emotion recognition, " IEEE Trans. Multimedia, vol. 14, no. 1, pp. 142-156, Feb. 2012.
    • (2012) IEEE Trans. Multimedia , vol.14 , Issue.1 , pp. 142-156
    • Lin, J.-C.1    Wu, C.-H.2    Wei, W.-L.3
  • 11
    • 84866713347 scopus 로고    scopus 로고
    • Regression-based intensity estimation of facial action units
    • Oct.
    • A. Savran, B. Sankur, and M. T. Bilge, "Regression-based intensity estimation of facial action units, " Image Vis. Comput., vol. 30, no. 10, pp. 774-784, Oct. 2012.
    • (2012) Image Vis. Comput. , vol.30 , Issue.10 , pp. 774-784
    • Savran, A.1    Sankur, B.2    Bilge, M.T.3
  • 13
    • 33746410556 scopus 로고    scopus 로고
    • Emotional speech recognition: Resources, features, and methods
    • Sep.
    • D. Ververidis and C. Kotropoulos, "Emotional speech recognition: Resources, features, and methods, " Speech Commun., vol. 48, pp. 1162-1181, Sep. 2006.
    • (2006) Speech Commun. , vol.48 , pp. 1162-1181
    • Ververidis, D.1    Kotropoulos, C.2
  • 15
    • 33745198227 scopus 로고    scopus 로고
    • Speaker independent emotion recognition by early fusion of acoustic and linguistic features within ensembles
    • B. Schuller, R. Müller, M. K. Lang, and G. Rigoll, "Speaker independent emotion recognition by early fusion of acoustic and linguistic features within ensembles, " in Proc. Interspeech, Lisbon, Portugal, 2005, pp. 805-808.
    • (2005) Proc. Interspeech, Lisbon, Portugal , pp. 805-808
    • Schuller, B.1    Müller, R.2    Lang, M.K.3    Rigoll, G.4
  • 16
    • 77949298130 scopus 로고    scopus 로고
    • Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis
    • L. Kessous, G. Castellano, and G. Caridakis, "Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis, " J. Multimodal User Interf., vol. 3, nos. 1-2, pp. 33-48, 2010.
    • (2010) J. Multimodal User Interf. , vol.3 , Issue.1-2 , pp. 33-48
    • Kessous, L.1    Castellano, G.2    Caridakis, G.3
  • 17
    • 33646766470 scopus 로고    scopus 로고
    • Fusing face and body display for bi-modal emotion recognition: Single frame analysis and multi-frame post integration
    • H. Gunes and M. Piccardi, "Fusing face and body display for bi-modal emotion recognition: Single frame analysis and multi-frame post integration, " in Proc. Affect. Comput. Intell. Interact. (ACII), Beijing, China, 2005, pp. 102-111.
    • (2005) Proc. Affect. Comput. Intell. Interact. (ACII), Beijing, China , pp. 102-111
    • Gunes, H.1    Piccardi, M.2
  • 18
    • 61549119152 scopus 로고    scopus 로고
    • Automatic temporal segment detection and affect recognition from face and body display
    • Feb.
    • H. Gunes and M. Piccardi, "Automatic temporal segment detection and affect recognition from face and body display, " IEEE Trans. Cybern., vol. 39, no. 1, pp. 64-84, Feb. 2009.
    • (2009) IEEE Trans. Cybern. , vol.39 , Issue.1 , pp. 64-84
    • Gunes, H.1    Piccardi, M.2
  • 19
    • 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. Affect. Comput., vol. 3, no. 2, pp. 211-223, Apr./Jun. 2012.
    • (2012) IEEE Trans. Affect. Comput. , vol.3 , Issue.2 , pp. 211-223
    • Soleymani, M.1    Pantic, M.2    Pun, T.3
  • 20
    • 84864127007 scopus 로고    scopus 로고
    • Facial action recognition combining heterogeneous features via multikernel learning
    • Aug.
    • T. Senechal et al., "Facial action recognition combining heterogeneous features via multikernel learning, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 42, no. 4, pp. 993-1005, Aug. 2012.
    • (2012) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.42 , Issue.4 , pp. 993-1005
    • Senechal, T.1
  • 21
    • 77956338010 scopus 로고    scopus 로고
    • Robust speech recognition and understanding
    • M. Grimm and K. Kroschel, Eds. Vienna, Austria: I-Tech
    • J. Kim, "Robust speech recognition and understanding, " in Bimodal Emotion Recognition Using Speech and Physiological Changes, M. Grimm and K. Kroschel, Eds. Vienna, Austria: I-Tech, 2007, pp. 268-280.
    • (2007) Bimodal Emotion Recognition Using Speech and Physiological Changes , pp. 268-280
    • Kim, J.1
  • 23
    • 80052968042 scopus 로고    scopus 로고
    • Comparative evaluation of 3D vs. 2D modality for automatic detection of facial action units
    • A. Savran, B. Sankur, and M. T. Bilge, "Comparative evaluation of 3D vs. 2D modality for automatic detection of facial action units, " Pattern Recognit., vol. 45, no. 2, pp. 767-782, 2012.
    • (2012) Pattern Recognit. , vol.45 , Issue.2 , pp. 767-782
    • Savran, A.1    Sankur, B.2    Bilge, M.T.3
  • 24
    • 84857911091 scopus 로고    scopus 로고
    • Emotion recognition of affective speech based on multiple classifiers using acoustic-prosodic information and semantic labels
    • Jan./Jun.
    • C.-H. Wu and W.-B. Liang, "Emotion recognition of affective speech based on multiple classifiers using acoustic-prosodic information and semantic labels, " IEEE Trans. Affect. Comput., vol. 2, no. 1, pp. 10-21, Jan./Jun. 2011.
    • (2011) IEEE Trans. Affect. Comput. , vol.2 , Issue.1 , pp. 10-21
    • Wu, C.-H.1    Liang, W.-B.2
  • 25
    • 84883100945 scopus 로고    scopus 로고
    • Multimodal affect recognition in learning environments
    • A. Kapoor and R. W. Picard, "Multimodal affect recognition in learning environments, " in Proc. ACM Multimedia, Singapore, 2005, pp. 677-682.
    • (2005) Proc. ACM Multimedia, Singapore , pp. 677-682
    • Kapoor, A.1    Picard, R.W.2
  • 26
    • 79958694881 scopus 로고    scopus 로고
    • String-based audiovisual fusion of behavioral events for the assessment of dimensional affect
    • Santa Barbara, CA, USA
    • F. Eyben et al., "String-based audiovisual fusion of behavioral events for the assessment of dimensional affect, " in Proc. IEEE Autom. Face Gesture Recognit. Workshop., Santa Barbara, CA, USA, 2011, pp. 322-329.
    • (2011) Proc. IEEE Autom. Face Gesture Recognit. Workshop , pp. 322-329
    • Eyben, F.1
  • 28
    • 84886418479 scopus 로고    scopus 로고
    • LSTM-modeling of continuous emotions in an audiovisual affect recognition framework
    • M. Wollmer, M. Kaiser, F. Eyben, B. Schuller, and G. Rigoll, "LSTM-modeling of continuous emotions in an audiovisual affect recognition framework, " Image Vis. Comput., vol. 31, no. 2, pp. 153-163, 2013.
    • (2013) Image Vis. Comput. , vol.31 , Issue.2 , pp. 153-163
    • Wollmer, M.1    Kaiser, M.2    Eyben, F.3    Schuller, B.4    Rigoll, G.5
  • 30
    • 84870213555 scopus 로고    scopus 로고
    • A multimodal fuzzy inference system using a continuous facial expression representation for emotion detection
    • Santa Monica, CA, USA
    • C. Soladié, H. Salam, C. Pelachaud, N. Stoiber, and R. Séguier, "A multimodal fuzzy inference system using a continuous facial expression representation for emotion detection, " in Proc. ACM Int. Conf. Multimodal Interact. (ICMI), Santa Monica, CA, USA, 2012, pp. 493-500.
    • (2012) Proc. ACM Int. Conf. Multimodal Interact. (ICMI) , pp. 493-500
    • Soladié, C.1    Salam, H.2    Pelachaud, C.3    Stoiber, N.4    Séguier, R.5
  • 31
    • 84870177354 scopus 로고    scopus 로고
    • Combining video, audio and lexical indicators of affect in spontaneous conversation via particle filtering
    • New York, NY, USA
    • A. Savran, H. Cao, M. Shah, A. Nenkova, and R. Verma, "Combining video, audio and lexical indicators of affect in spontaneous conversation via particle filtering, " in Proc. ACM Int. Conf. Multimodal Interact. (ICMI), New York, NY, USA, 2012, pp. 485-492.
    • (2012) Proc. ACM Int. Conf. Multimodal Interact. (ICMI) , pp. 485-492
    • Savran, A.1    Cao, H.2    Shah, M.3    Nenkova, A.4    Verma, R.5
  • 33
    • 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. Affect. Comput., vol. 3, no. 1, pp. 5-17, Jan./Mar. 2012.
    • (2012) IEEE Trans. Affect. Comput. , vol.3 , Issue.1 , pp. 5-17
    • McKeown, G.1    Valstar, M.2    Cowie, R.3    Pantic, M.4    Schroder, M.5
  • 35
    • 14644439843 scopus 로고    scopus 로고
    • Toward detecting emotions in spoken dialogs
    • Mar.
    • C. M. Lee and S. S. Narayanan, "Toward detecting emotions in spoken dialogs, " IEEE Trans. Speech Audio Process., vol. 13, no. 2, pp. 293-303, Mar. 2005.
    • (2005) IEEE Trans. Speech Audio Process. , vol.13 , Issue.2 , pp. 293-303
    • Lee, C.M.1    Narayanan, S.S.2
  • 36
    • 4544316885 scopus 로고    scopus 로고
    • Speech emotion recognition combining acoustic features and linguistic information in a hybrid support vector machine-belief network architecture
    • B. Schuller, G. Rigoll, and M. Lang, "Speech emotion recognition combining acoustic features and linguistic information in a hybrid support vector machine-belief network architecture, " in Proc. IEEE Int. Conf. Acoust. Speech Signal Process. (ICASSP), 2004, pp. 577-580.
    • (2004) Proc. IEEE Int. Conf. Acoust. Speech Signal Process. (ICASSP) , pp. 577-580
    • Schuller, B.1    Rigoll, G.2    Lang, M.3
  • 38
    • 84939859551 scopus 로고    scopus 로고
    • Acoustic and lexical representations for affect prediction in spontaneous conversations
    • to be published
    • H. Cao, A. Savran, R. Verma, and A. Nenkova, "Acoustic and lexical representations for affect prediction in spontaneous conversations, " Comput. Speech Lang., to be published.
    • Comput. Speech Lang
    • Cao, H.1    Savran, A.2    Verma, R.3    Nenkova, A.4
  • 39
    • 84867201207 scopus 로고    scopus 로고
    • Balancing spoken content adaptation and unit length in the recognition of emotion and interest
    • B. Vlasenko, B. Schuller, K. T. Mengistu, G. Rigoll, and A. Wendemuth, "Balancing spoken content adaptation and unit length in the recognition of emotion and interest, " in Proc. Interspeech, 2008, pp. 805-808.
    • (2008) Proc. Interspeech , pp. 805-808
    • Vlasenko, B.1    Schuller, B.2    Mengistu, K.T.3    Rigoll, G.4    Wendemuth, A.5
  • 40
    • 85036258669 scopus 로고
    • Distribution of the estimators for autore-gressive time series with a unit root
    • D. A. Dickey and W. A. Fuller, "Distribution of the estimators for autore-gressive time series with a unit root, " J. Amer. Stat. Assoc., vol. 74, no. 1, pp. 427-431, 1979.
    • (1979) J. Amer. Stat. Assoc. , vol.74 , Issue.1 , pp. 427-431
    • Dickey, D.A.1    Fuller, W.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.