Publications of Björn Schuller

End-to-End Multimodal Emotion Recognition using Deep Neural Networks

P. Tzirakis, G. Trigeorgis, M. A. Nicolaou, B. Schuller, S. Zafeiriou. IEEE Journal of Selected Topics in Signal Processing 2017. January 2018.

Bibtex reference [hide]
@article{endtoendtzirakis2017,
    author = {P. Tzirakis and G. Trigeorgis and M. A. Nicolaou and B. Schuller and S. Zafeiriou},
    journal = {IEEE Journal of Selected Topics in Signal Processing 2017},
    month = {January},
    title = {End-to-End Multimodal Emotion Recognition using Deep Neural Networks},
    year = {2018},
}
Endnote reference [hide]

DeepCoder: Semi-Parametric Variational Autoencoders for Automatic Facial Action Coding

L. Tran, R. Walecki, O. Rudovic, S. Eleftheriadis, B. Schuller, M. Pantic. The IEEE International Conference on Computer Vision (ICCV). pp. 3190 - 3199, 2017.

Bibtex reference [hide]
@inproceedings{linh2017deepcoder,
    author = {L. Tran and R. Walecki and O. Rudovic and S. Eleftheriadis and B. Schuller and M. Pantic},
    pages = {3190--3199},
    booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
    title = {DeepCoder: Semi-Parametric Variational Autoencoders for Automatic Facial Action Coding},
    year = {2017},
}
Endnote reference [hide]

A survey of multimodal sentiment analysis

M. Soleymani, D. Garcia, B. Jou, B. Schuller, S. Chang, M. Pantic. Image and Vision Computing. 2017.

Bibtex reference [hide]
@article{SOLEYMANI2017,
    author = {M. Soleymani and D. Garcia and B. Jou and B. Schuller and S. Chang and M. Pantic},
    journal = {Image and Vision Computing},
    title = {A survey of multimodal sentiment analysis},
    url = {http://www.sciencedirect.com/science/article/pii/S0262885617301191},
    year = {2017},
}
Endnote reference [hide]

Deep Canonical Time Warping for simultaneous alignment and representation learning of sequences

G. Trigeorgis, M. A. Nicolaou, B. Schuller, S. Zafeiriou. IEEE transactions on Pattern Analysis and Machine Intelligence. 2017.

Bibtex reference [hide]
@article{trigeorgis_2017_dctw,
    author = {G. Trigeorgis and M. A. Nicolaou and B. Schuller and S. Zafeiriou},
    journal = {IEEE transactions on Pattern Analysis and Machine Intelligence},
    title = {Deep Canonical Time Warping for simultaneous alignment and representation learning of sequences},
    year = {2017},
}
Endnote reference [hide]

Deep Structured Learning for Facial Expression Intensity Estimation

R. Walecki, O. Rudovic, V. Pavlovic, B. Schuller, M. Pantic. Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR 2017). Honolulu, Hawaii, June 2017.

Bibtex reference [hide]
@inproceedings{walecki2017_deepstructure,
    author = {R. Walecki and O. Rudovic and V. Pavlovic and B. Schuller and M. Pantic},
    address = {Honolulu, Hawaii},
    booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR 2017)},
    month = {June},
    title = {Deep Structured Learning for Facial Expression Intensity Estimation},
    year = {2017},
}
Endnote reference [hide]

Social and Affective Robotics Tutorial: Summary

M. Pantic, V. Evers, M. P. Deisenroth, L. Merino, B. Schuller. 2016.

Bibtex reference [hide]
@inproceedings{pantic2016social,
    journal = {ACM Proceedings Multimedia},
    title = {Social and Affective Robotics Tutorial: Summary},
    year = {2016},
}
Endnote reference [hide]

Avec 2016: Depression, mood, and emotion recognition workshop and challenge

M. F. Valstar, J. Gratch, B. Schuller, F. Ringeval, D. Lalanne, M. Torres torres, S. Scherer, G. Stratou, R. Cowie, M. Pantic. Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge. ACM, pp. 3 - 10, 2016.

Bibtex reference [hide]
@inproceedings{valstar2016avec,
    author = {M. F. Valstar and J. Gratch and B. Schuller and F. Ringeval and D. Lalanne and M. Torres torres and S. Scherer and G. Stratou and R. Cowie and M. Pantic},
    pages = {3--10},
    booktitle = {Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge},
    organization = {ACM},
    title = {Avec 2016: Depression, mood, and emotion recognition workshop and challenge},
    year = {2016},
}
Endnote reference [hide]

Deep Canonical Time Warping

G. Trigeorgis, M. A. Nicolaou, S. Zafeiriou, B. Schuller. Proceedings of IEEE International Conference on Computer Vision & Pattern Recognition (CVPR'16). June 2016.

Bibtex reference [hide]
@inproceedings{trigeorgis2016DCTW,
    booktitle = {Proceedings of IEEE International Conference on Computer Vision & Pattern Recognition (CVPR'16)},
    month = {June},
    title = {Deep Canonical Time Warping},
    year = {2016},
}
Endnote reference [hide]

Adieu Features? End-to- End Speech Emotion Recognition using a Deep Convolutional Recurrent Network

G. Trigeorgis, F. Ringeval, R. B. , E. Marchi, M. Nicoalou a., B. Schuller, S. Zafeiriou. ICASSP. march 2016.

Bibtex reference [hide]
@inproceedings{trigeorgis_icassp16,
    author = {G. Trigeorgis and F. Ringeval and R. B. and E. Marchi and M. Nicoalou a. and B. Schuller and S. Zafeiriou},
    booktitle = {ICASSP},
    month = {march},
    title = {Adieu Features? End-to- End Speech Emotion Recognition using a Deep Convolutional Recurrent Network},
    year = {2016},
}
Endnote reference [hide]

AVEC 2015: The 5th international audio/visual emotion challenge and workshop

F. Ringeval, B. Schuller, M. F. Valstar, R. Cowie, M. Pantic. Proceedings of the 23rd ACM international conference on Multimedia. ACM, pp. 1335 - 1336, 2015.

Bibtex reference [hide]
@inproceedings{ringeval2015avec,
    author = {F. Ringeval and B. Schuller and M. F. Valstar and R. Cowie and M. Pantic},
    pages = {1335--1336},
    booktitle = {Proceedings of the 23rd ACM international conference on Multimedia},
    organization = {ACM},
    title = {AVEC 2015: The 5th international audio/visual emotion challenge and workshop},
    year = {2015},
}
Endnote reference [hide]

AVEC 2013 - The Continuous Audio/Visual Emotion and Depression Recognition Challenge

M. F. Valstar, B. Schuller, K. Smith, F. Eyben, B. Jiang, S. Bilakhia, S. Schnieder, R. Cowie, M. Pantic. Proceedings of the ACM International Conference on Multimedia (ACM MM'13). Barcelona, Spain, October 2013.

Bibtex reference [hide]
@inproceedings{avec2013,
    author = {M. F. Valstar and B. Schuller and K. Smith and F. Eyben and B. Jiang and S. Bilakhia and S. Schnieder and R. Cowie and M. Pantic},
    address = {Barcelona, Spain},
    booktitle = {Proceedings of the ACM International Conference on Multimedia (ACM MM'13)},
    month = {October},
    title = {AVEC 2013 - The Continuous Audio/Visual Emotion and Depression Recognition Challenge},
    year = {2013},
}
Endnote reference [hide]
%0 Conference Proceedings
%T AVEC 2013 - The Continuous Audio/Visual Emotion and Depression Recognition Challenge
%A Valstar, M. F.
%A Schuller, B.
%A Smith, K.
%A Eyben, F.
%A Jiang, B.
%A Bilakhia, S.
%A Schnieder, S.
%A Cowie, R.
%A Pantic, M.
%B Proceedings of the ACM International Conference on Multimedia (ACM MM?13)
%D 2013
%8 October
%C Barcelona, Spain
%F avec2013

Audiovisual Vocal Outburst Classification In Noisy Acoustic Conditions

F. Eyben, S. Petridis, B. Schuller, M. Pantic. Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’12). Kyoto, Japan, pp. 5097 - 5100, March 2012.

Bibtex reference [hide]
@inproceedings{eybenPetridis_ICASSP2012,
    author = {F. Eyben and S. Petridis and B. Schuller and M. Pantic},
    pages = {5097--5100},
    address = {Kyoto, Japan},
    booktitle = { Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’12)},
    month = {March},
    title = {Audiovisual Vocal Outburst Classification In Noisy Acoustic Conditions},
    year = {2012},
}
Endnote reference [hide]
%0 Conference Proceedings
%T Audiovisual Vocal Outburst Classification In Noisy Acoustic Conditions
%A Eyben, F.
%A Petridis, S.
%A Schuller, B.
%A Pantic, M.
%B Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’12)
%D 2012
%8 March
%C Kyoto, Japan
%F eybenPetridis_ICASSP2012
%P 5097-5100

Building Autonomous Sensitive Artificial Listeners

M. Schroder, E. Bevacqua, R. Cowie, F. Eyben, H. Gunes, D. Heylen, M. Maat, G. Mckeown, S. Pammi, M. Pantic, C. Pelachaud, B. Schuller, E. Sevin, M. F. Valstar, M. Woellmer. IEEE Transactions on Affective Computing. 3(2): pp. 165 - 183, October 2011.

Bibtex reference [hide]
@article{schroder2011building,
    author = {M. Schroder and E. Bevacqua and R. Cowie and F. Eyben and H. Gunes and D. Heylen and M. Maat and G. Mckeown and S. Pammi and M. Pantic and C. Pelachaud and B. Schuller and E. Sevin and M. F. Valstar and M. Woellmer},
    pages = {165--183},
    journal = {IEEE Transactions on Affective Computing},
    month = {October},
    number = {2},
    title = {Building Autonomous Sensitive Artificial Listeners},
    volume = {3},
    year = {2011},
}
Endnote reference [hide]
%0 Journal Article
%T Building Autonomous Sensitive Artificial Listeners
%A Schroder, M.
%A Bevacqua, E.
%A Cowie, R.
%A Eyben, F.
%A Gunes, H.
%A Heylen, D.
%A Maat, M.
%A Mckeown, G.
%A Pammi, S.
%A Pantic, M.
%A Pelachaud, C.
%A Schuller, B.
%A Sevin, E.
%A Valstar, M. F.
%A Woellmer, M.
%J IEEE Transactions on Affective Computing
%D 2011
%8 October
%V 3
%N 2
%F schroder2011building
%P 165-183

Audiovisual classification of vocal outbursts in human conversation using long-short-term memory networks

F. Eyben, S. Petridis, B. Schuller, G. Tzimiropoulos, S. Zafeiriou. Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’11). Prague, Czech Republic, pp. 5844 - 5847, May 2011.

Bibtex reference [hide]
@inproceedings{EybenEtAlICASSP2011,
    author = {F. Eyben and S. Petridis and B. Schuller and G. Tzimiropoulos and S. Zafeiriou},
    pages = {5844--5847},
    address = { Prague, Czech Republic},
    booktitle = { Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’11)},
    month = {May},
    title = {Audiovisual classification of vocal outbursts in human conversation using long-short-term memory networks},
    year = {2011},
}
Endnote reference [hide]
%0 Conference Proceedings
%T Audiovisual classification of vocal outbursts in human conversation using long-short-term memory networks
%A Eyben, F.
%A Petridis, S.
%A Schuller, B.
%A Tzimiropoulos, G.
%A Zafeiriou, S.
%B Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP’11)
%D 2011
%8 May
%C Prague, Czech Republic
%F EybenEtAlICASSP2011
%P 5844-5847

Emotion Representation, Analysis and Synthesis in Continuous Space: A Survey

H. Gunes, B. Schuller, M. Pantic, R. Cowie. Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11), EmoSPACE 2011 - 1st International Workshop on Emotion Synthesis, rePresentation, and Analysis in Continuous spacE. Santa Barbara, CA, USA, pp. 827 - 834, March 2011.

Bibtex reference [hide]
@inproceedings{GunesEtAlFG2011EmoSPACE,
    author = {H. Gunes and B. Schuller and M. Pantic and R. Cowie},
    pages = {827--834},
    address = {Santa Barbara, CA, USA},
    booktitle = {Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11), EmoSPACE 2011 - 1st International Workshop on Emotion Synthesis, rePresentation, and Analysis in Continuous spacE},
    month = {March},
    title = {Emotion Representation, Analysis and Synthesis in Continuous Space: A Survey},
    year = {2011},
}
Endnote reference [hide]
%0 Conference Proceedings
%T Emotion Representation, Analysis and Synthesis in Continuous Space: A Survey
%A Gunes, H.
%A Schuller, B.
%A Pantic, M.
%A Cowie, R.
%B Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG?11), EmoSPACE 2011 - 1st International Workshop on Emotion Synthesis, rePresentation, and Analysis in Continuous spacE
%D 2011
%8 March
%C Santa Barbara, CA, USA
%F GunesEtAlFG2011EmoSPACE
%P 827-834

Come and Have an Emotional Workout with Sensitive Artificial Listeners!

M. Schroder, S. Pammi, H. Gunes, M. Pantic, M. F. Valstar, R. Cowie, G. Mckeown, D. Heylen, M. Maat, F. Eyben, B. Schuller, M. Wollmer, E. Bevacqua, C. Pelachaud, E. Sevin. Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11). Santa Barbara, CA, USA, pp. 646, March 2011.

Bibtex reference [hide]
@inproceedings{SchroderEtAlFG2011,
    author = {M. Schroder and S. Pammi and H. Gunes and M. Pantic and M. F. Valstar and R. Cowie and G. Mckeown and D. Heylen and M. Maat and F. Eyben and B. Schuller and M. Wollmer and E. Bevacqua and C. Pelachaud and E. Sevin},
    pages = {646},
    address = {Santa Barbara, CA, USA},
    booktitle = {Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11)},
    month = {March},
    title = {Come and Have an Emotional Workout with Sensitive Artificial Listeners!},
    year = {2011},
}
Endnote reference [hide]
%0 Conference Proceedings
%T Come and Have an Emotional Workout with Sensitive Artificial Listeners!
%A Schroder, M.
%A Pammi, S.
%A Gunes, H.
%A Pantic, M.
%A Valstar, M. F.
%A Cowie, R.
%A Mckeown, G.
%A Heylen, D.
%A Maat, M.
%A Eyben, F.
%A Schuller, B.
%A Wollmer, M.
%A Bevacqua, E.
%A Pelachaud, C.
%A Sevin, E.
%B Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG?11)
%D 2011
%8 March
%C Santa Barbara, CA, USA
%F SchroderEtAlFG2011
%P 646

String-based Audiovisual Fusion of Behavioural Events for the Assessment of Dimensional Affect

F. Eyben, M. Wollmer, M. F. Valstar, H. Gunes, B. Schuller, M. Pantic. Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11). Santa Barbara, CA, USA, pp. 322 - 329, March 2011.

Bibtex reference [hide]
@inproceedings{EybenEtAlFG2011,
    author = {F. Eyben and M. Wollmer and M. F. Valstar and H. Gunes and B. Schuller and M. Pantic},
    pages = {322--329},
    address = {Santa Barbara, CA, USA},
    booktitle = {Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11)},
    month = {March},
    title = {String-based Audiovisual Fusion of Behavioural Events for the Assessment of Dimensional Affect},
    year = {2011},
}
Endnote reference [hide]
%0 Conference Proceedings
%T String-based Audiovisual Fusion of Behavioural Events for the Assessment of Dimensional Affect
%A Eyben, F.
%A Wollmer, M.
%A Valstar, M. F.
%A Gunes, H.
%A Schuller, B.
%A Pantic, M.
%B Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG?11)
%D 2011
%8 March
%C Santa Barbara, CA, USA
%F EybenEtAlFG2011
%P 322-329

A Demonstration of Audiovisual Sensitive Artificial Listeners

M. Schroeder, E. Bevacqua, F. Eyben, H. Gunes, D. Heylen, M. Maat, S. Pammi, M. Pantic, C. Pelachaud, B. Schuller, E. Sevin, M. F. Valstar, M. Woellmer. Proc. of ACII 2009, Proceedings of IEEE Int'l Conf. Affective Computing and Intelligent Interfaces (ACII'09). Amsterdam, Netherlands, 1: pp. 263 - 264, September 2009.

Bibtex reference [hide]
@inproceedings{Schroeder2009adoas,
    author = {M. Schroeder and E. Bevacqua and F. Eyben and H. Gunes and D. Heylen and M. Maat and S. Pammi and M. Pantic and C. Pelachaud and B. Schuller and E. Sevin and M. F. Valstar and M. Woellmer},
    pages = {263--264},
    address = {Amsterdam, Netherlands},
    booktitle = {Proc. of ACII 2009, Proceedings of IEEE Int'l Conf. Affective Computing and Intelligent Interfaces (ACII'09)},
    month = {September},
    title = {A Demonstration of Audiovisual Sensitive Artificial Listeners},
    volume = {1},
    year = {2009},
}
Endnote reference [hide]
%0 Conference Proceedings
%T A Demonstration of Audiovisual Sensitive Artificial Listeners
%A Schroeder, M.
%A Bevacqua, E.
%A Eyben, F.
%A Gunes, H.
%A Heylen, D.
%A Maat, M.
%A Pammi, S.
%A Pantic, M.
%A Pelachaud, C.
%A Schuller, B.
%A Sevin, E.
%A Valstar, M. F.
%A Woellmer, M.
%B Proc. of ACII 2009, Proceedings of IEEE Int?l Conf. Affective Computing and Intelligent Interfaces (ACII?09)
%D 2009
%8 September
%V 1
%C Amsterdam, Netherlands
%F Schroeder2009adoas
%P 263-264