Publications of Mihalis A. Nicolaou
@inproceedings{tzirakis2019,
booktitle = {FG'2019},
month = {May},
title = {Time-series Clustering with Jointly Learning Deep Representations, Clusters and Temporal Boundaries},
year = {2019},
}
@article{Kollias_2019,
author = {D. Kollias and P. Tzirakis and M. A. Nicolaou and A. Papaioannou and G. Zhao and B. Schuller and I. Kotsia and S. Zafeiriou},
journal = {International Journal of Computer Vision},
month = {feb},
publisher = {Springer Nature},
title = {Deep Affect Prediction in-the-Wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyond},
url = {https://doi.org/10.1007/s11263-019-01158-4},
year = {2019},
}
@inproceedings{moschoglou2018a,
author = {S. Moschoglou and S. Ploumpis and M. A. Nicolaou and S. Zafeiriou},
booktitle = {ACCV 2018},
title = {Multi-Attribute Probabilistic Linear Discriminant Analysis for 3D Facial Shapes},
year = {2018},
}
@article{moschoglou2018,
journal = {IEEE Journal of Selected Topics in Signal Processing,},
month = {December},
title = {Multi-Attribute Robust Component Analysis for Facial UV Maps},
year = {2018},
}
@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},
}
@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},
}
Dynamic Probabilistic Linear Discriminant Analysis For Video Classification
A. Fabris,
M. A. Nicolaou,
I. Kotsia,
S. Zafeiriou.
ICASSP 2017, accepted for publication.
March
2017.
@inproceedings{dplda,
booktitle = {ICASSP 2017, accepted for publication},
month = {March},
title = {Dynamic Probabilistic Linear Discriminant Analysis For Video Classification},
year = {2017},
}
Facial Affect ``in-the-wild": A survey and a new database
S. Zafeiriou,
A. Papaioannou,
I. Kotsia,
M. A. Nicolaou,
G. Zhao.
International Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Affect "in-the-wild" Workshop.
June
2016.
@inproceedings{zafeiriou_in_the_wild_2016,
author = {S. Zafeiriou and A. Papaioannou and I. Kotsia and M. A. Nicolaou and G. Zhao},
booktitle = {International Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Affect "in-the-wild" Workshop},
month = {June},
title = {Facial Affect ``in-the-wild": A survey and a new database},
year = {2016},
}
@inproceedings{trigeorgis2016DCTW,
booktitle = {Proceedings of IEEE International Conference on Computer Vision & Pattern Recognition (CVPR'16)},
month = {June},
title = {Deep Canonical Time Warping},
year = {2016},
}
@inproceedings{trigeorgis2016mnemonic,
author = {G. Trigeorgis and P. Snape and M. A. Nicolaou and E. Antonakos and S. Zafeiriou},
pages = {4177--4187},
address = {Las Vegas, NV, USA},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
title = {Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment},
year = {2016},
}
Robust Correlated and Individual Component Analysis
Y. Panagakis,
M. A. Nicolaou,
S. Zafeiriou,
M. Pantic.
IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Issue in Multimodal Pose Estimation and Behaviour Analysis, (accepted).
2016.
@article{RCICA,
author = {Y. Panagakis and M. A. Nicolaou and S. Zafeiriou and M. Pantic},
booktitle = { IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Issue in Multimodal Pose Estimation and Behaviour Analysis, (accepted),},
journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence, Special Issue in Multimodal Pose Estimation and Behaviour Analysis, (accepted)},
title = {Robust Correlated and Individual Component Analysis},
year = {2016},
}
@article{psfaba,
journal = {IEEE Transactions on Neural Networks and Learning Systems},
title = {Probabilistic Slow Features for Behavior Analysis},
year = {2016},
}
%0 Journal Article
%T Probabilistic Slow Features for Behavior Analysis
%J IEEE Transactions on Neural Networks and Learning Systems
%D 2016
%F psfaba
Machine Learning Methods for Social Signal Processing
O. Rudovic,
M. A. Nicolaou,
V. Pavlovic.
Social Signal Processing.
Cambridge University Press,
2014.
@inbook{mlspp_chapter2014,
author = {O. Rudovic and M. A. Nicolaou and V. Pavlovic},
booktitle = {Social Signal Processing},
publisher = {Cambridge University Press},
title = {Machine Learning Methods for Social Signal Processing},
year = {2014},
}
%0 Book Section
%A Rudovic, O.
%A Nicolaou, M. A.
%A Pavlovic, V.
%B Social Signal Processing
%D 2014
%I Cambridge University Press
%F mlspp_chapter2014
A Unified Framework for Probabilistic Component Analysis
M. A. Nicolaou,
S. Zafeiriou,
M. Pantic.
Proceedings of the European Conf. Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD’14) .
Nancy, France,
pp. 469 - 484,
September
2014.
@inproceedings{MIHALISAN_ECML2014,
author = {M. A. Nicolaou and S. Zafeiriou and M. Pantic},
pages = {469--484},
address = {Nancy, France},
booktitle = {Proceedings of the European Conf. Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD’14) },
month = {September},
title = {A Unified Framework for Probabilistic Component Analysis},
year = {2014},
}
%0 Conference Proceedings
%T A Unified Framework for Probabilistic Component Analysis
%A Nicolaou, M. A.
%A Zafeiriou, S.
%A Pantic, M.
%B Proceedings of the European Conf. Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD’14)
%D 2014
%8 September
%C Nancy, France
%F MIHALISAN_ECML2014
%P 469-484
Dynamic Probabilistic CCA for Analysis of Affective Behaviour and Fusion of Continuous Annotations
M. A. Nicolaou,
V. Pavlovic,
M. Pantic.
IEEE Transactions on Pattern Analysis and Machine Intelligence.
36(7):
pp. 1299 - 1311,
2014.
@article{nicolaou_tpamiDPCCA,
author = {M. A. Nicolaou and V. Pavlovic and M. Pantic},
pages = {1299--1311},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
number = {7},
title = {Dynamic Probabilistic CCA for Analysis of Affective Behaviour and Fusion of Continuous Annotations},
volume = {36},
year = {2014},
}
%0 Journal Article
%T Dynamic Probabilistic CCA for Analysis of Affective Behaviour and Fusion of Continuous Annotations
%A Nicolaou, M. A.
%A Pavlovic, V.
%A Pantic, M.
%J IEEE Transactions on Pattern Analysis and Machine Intelligence
%D 2014
%V 36
%N 7
%F nicolaou_tpamiDPCCA
%P 1299-1311
Robust Canonical Correlation Analysis: Audio-visual Fusion for Learning Continuous Interest
M. A. Nicolaou,
Y. Panagakis,
S. Zafeiriou,
M. Pantic.
Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP 2014).
2014.
@inproceedings{nicolaou_icassp2014,
author = {M. A. Nicolaou and Y. Panagakis and S. Zafeiriou and M. Pantic},
booktitle = {Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP 2014)},
title = {Robust Canonical Correlation Analysis: Audio-visual Fusion for Learning Continuous Interest},
year = {2014},
}
%0 Conference Proceedings
%T Robust Canonical Correlation Analysis: Audio-visual Fusion for Learning Continuous Interest
%A Nicolaou, M. A.
%A Panagakis, Y.
%A Zafeiriou, S.
%A Pantic, M.
%B Proceedings of IEEE Int’l Conf. Acoustics, Speech and Signal Processing (ICASSP 2014)
%D 2014
%F nicolaou_icassp2014
Correlated-Spaces Regression for Learning Continuous Emotion Dimensions
M. A. Nicolaou,
S. Zafeiriou,
M. Pantic.
The 21st ACM International Conference on Multimedia, ACM MM 2013.
2013.
@inproceedings{Nicolaouetal_ACM2013,
author = {M. A. Nicolaou and S. Zafeiriou and M. Pantic},
booktitle = {The 21st ACM International Conference on Multimedia, ACM MM 2013},
title = {Correlated-Spaces Regression for Learning Continuous Emotion Dimensions},
year = {2013},
}
%0 Conference Proceedings
%T Correlated-Spaces Regression for Learning Continuous Emotion Dimensions
%A Nicolaou, M. A.
%A Zafeiriou, S.
%A Pantic, M.
%B The 21st ACM International Conference on Multimedia, ACM MM 2013
%D 2013
%F Nicolaouetal_ACM2013
@inproceedings{SFA_iccv2013,
author = {L. Zafeiriou and M. A. Nicolaou and S. Zafeiriou and S. Nikitidis and M. Pantic},
address = {Sydney, Australia },
booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision (ICCV 2013)},
month = {November },
title = {Learning Slow Features for Behaviour Analysis },
year = {2013},
}
%0 Conference Proceedings
%T Learning Slow Features for Behaviour Analysis
%A Zafeiriou, L.
%A Nicolaou, M. A.
%A Zafeiriou, S.
%A Nikitidis, S.
%A Pantic, M.
%B Proceedings of IEEE Int’l Conf. on Computer Vision (ICCV 2013)
%D 2013
%8 November
%C Sydney, Australia
%F SFA_iccv2013
Robust Canonical Time Warping for the Alignment of Grossly Corrupted Sequences
Y. Panagakis,
M. A. Nicolaou,
S. Zafeiriou,
M. Pantic.
Proc 26th IEEE Conference on Computer Vision and Pattern Recognition.
Portland, Oregon, USA,
pp. 540 - 547,
June
2013.
@inproceedings{Panagakis_2013_CVPR,
author = {Y. Panagakis and M. A. Nicolaou and S. Zafeiriou and M. Pantic},
pages = {540--547},
address = {Portland, Oregon, USA},
booktitle = {Proc 26th IEEE Conference on Computer Vision and Pattern Recognition},
month = {June},
title = {Robust Canonical Time Warping for the Alignment of Grossly Corrupted Sequences},
year = {2013},
}
%0 Conference Proceedings
%T Robust Canonical Time Warping for the Alignment of Grossly Corrupted Sequences
%A Panagakis, Y.
%A Nicolaou, M. A.
%A Zafeiriou, S.
%A Pantic, M.
%B Proc 26th IEEE Conference on Computer Vision and Pattern Recognition
%D 2013
%8 June
%C Portland, Oregon, USA
%F Panagakis_2013_CVPR
%P 540-547
Dynamic Probabilistic CCA for Analysis of Affective Behaviour
M. A. Nicolaou,
V. Pavlovic,
M. Pantic.
Proceedings of the 12th European Conference on Computer Vision, ECCV 2012. .
Florence, Italy,
pp. 98 - 111,
October
2012.
@inproceedings{NicolaouEtAlECCV2012,
author = {M. A. Nicolaou and V. Pavlovic and M. Pantic},
pages = {98--111},
address = {Florence, Italy},
booktitle = {Proceedings of the 12th European Conference on Computer Vision, ECCV 2012. },
month = {October},
title = {Dynamic Probabilistic CCA for Analysis of Affective Behaviour},
year = {2012},
}
%0 Conference Proceedings
%T Dynamic Probabilistic CCA for Analysis of Affective Behaviour
%A Nicolaou, M. A.
%A Pavlovic, V.
%A Pantic, M.
%B Proceedings of the 12th European Conference on Computer Vision, ECCV 2012.
%D 2012
%8 October
%C Florence, Italy
%F NicolaouEtAlECCV2012
%P 98-111
Output-associative RVM regression for dimensional and continuous emotion prediction
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Image and Vision Computing, Special Issue on The Best of Automatic Face and Gesture Recognition 2011.
30:
pp. 186 - 196,
Issue 3.
2012.
@article{Nicolaou_OA-RVM_IVCJ_2012,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {186--196},
journal = {Image and Vision Computing, Special Issue on The Best of Automatic Face and Gesture Recognition 2011},
note = {Issue 3},
title = {Output-associative RVM regression for dimensional and continuous emotion prediction},
volume = {30},
year = {2012},
}
%0 Journal Article
%T Output-associative RVM regression for dimensional and continuous emotion prediction
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%J Image and Vision Computing, Special Issue on The Best of Automatic Face and Gesture Recognition 2011
%D 2012
%V 30
%F Nicolaou_OA-RVM_IVCJ_2012
%O Issue 3
%P 186-196
A Multi-layer Hybrid Framework for Dimensional Emotion Classification
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Proceedings of the ACM Int’l Conf. on Multimedia.
Scottsdale, USA,
pp. 933 - 936,
November
2011.
@inproceedings{NicolaouEtAlACM2011,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {933--936},
address = {Scottsdale, USA},
booktitle = {Proceedings of the ACM Int’l Conf. on Multimedia},
month = {November},
title = {A Multi-layer Hybrid Framework for Dimensional Emotion Classification},
year = {2011},
}
%0 Conference Proceedings
%T A Multi-layer Hybrid Framework for Dimensional Emotion Classification
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%B Proceedings of the ACM Int’l Conf. on Multimedia
%D 2011
%8 November
%C Scottsdale, USA
%F NicolaouEtAlACM2011
%P 933-936
Designing Frameworks for Automatic Affect Prediction and Classification in Dimensional Space
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Proceedings of IEEE Int’l Conf. Computer Vision and Pattern Recognition (CVPR-W’11), Workshop on Gesture Recognition.
Colorado Springs, USA,
pp. 20 - 26,
June
2011.
@inproceedings{NicolaouEtAlCVPR2011,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {20--26},
address = {Colorado Springs, USA},
booktitle = {Proceedings of IEEE Int’l Conf. Computer Vision and Pattern Recognition (CVPR-W’11), Workshop on Gesture Recognition},
month = {June},
title = {Designing Frameworks for Automatic Affect Prediction and Classification in Dimensional Space},
year = {2011},
}
%0 Conference Proceedings
%T Designing Frameworks for Automatic Affect Prediction and Classification in Dimensional Space
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%B Proceedings of IEEE Int’l Conf. Computer Vision and Pattern Recognition (CVPR-W’11), Workshop on Gesture Recognition
%D 2011
%8 June
%C Colorado Springs, USA
%F NicolaouEtAlCVPR2011
%P 20-26
Output-Associative RVM Regression for Dimensional and Continuous Emotion Prediction
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11).
Santa Barbara, CA, USA,
pp. 16 - 23,
March
2011.
@inproceedings{NicolaouEtAlFG2011,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {16--23},
address = {Santa Barbara, CA, USA},
booktitle = {Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'11)},
month = {March},
title = {Output-Associative RVM Regression for Dimensional and Continuous Emotion Prediction},
year = {2011},
}
%0 Conference Proceedings
%T Output-Associative RVM Regression for Dimensional and Continuous Emotion Prediction
%A Nicolaou, M. A.
%A Gunes, H.
%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 NicolaouEtAlFG2011
%P 16-23
Continuous Analysis of Affect from Voice and Face
H. Gunes,
M. A. Nicolaou,
M. Pantic.
editors:
A. Salah,
T. Gevers.
Computer Analysis of Human Behavior.
Springer-Verlag,
pp. 255 - 292,
2011.
@inbook{GunesEtAl2011ff,
author = {H. Gunes and M. A. Nicolaou and M. Pantic},
pages = {255--292},
booktitle = {Computer Analysis of Human Behavior},
editor = {A. Salah and T. Gevers},
publisher = {Springer-Verlag},
title = {Continuous Analysis of Affect from Voice and Face},
year = {2011},
}
%0 Book Section
%A Gunes, H.
%A Nicolaou, M. A.
%A Pantic, M.
%E Salah, A.
%E Gevers, T.
%B Computer Analysis of Human Behavior
%D 2011
%I Springer-Verlag
%F GunesEtAl2011ff
%P 255-292
Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space
M. A. Nicolaou,
H. Gunes,
M. Pantic.
IEEE Transactions on Affective Computing.
pp. 92 - 105,
2011.
@article{NicolaouEtAlTAC2011,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {92--105},
journal = {IEEE Transactions on Affective Computing},
title = {Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space},
year = {2011},
}
%0 Journal Article
%T Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%J IEEE Transactions on Affective Computing
%D 2011
%F NicolaouEtAlTAC2011
%P 92-105
Audio-visual Classification and Fusion of Spontaneous Affect Data in Likelihood Space
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Proceedings of Int'l Conf. Pattern Recognition (ICPR'10).
Istanbul, Turkey,
pp. 3695 - 3699,
August
2010.
@inproceedings{Nicolaou2010acafo,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {3695--3699},
address = {Istanbul, Turkey},
booktitle = {Proceedings of Int'l Conf. Pattern Recognition (ICPR'10)},
month = {August},
title = {Audio-visual Classification and Fusion of Spontaneous Affect Data in Likelihood Space},
year = {2010},
}
%0 Conference Proceedings
%T Audio-visual Classification and Fusion of Spontaneous Affect Data in Likelihood Space
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%B Proceedings of Int?l Conf. Pattern Recognition (ICPR?10)
%D 2010
%8 August
%C Istanbul, Turkey
%F Nicolaou2010acafo
%P 3695-3699
Automatic Segmentation of Spontaneous Data using Dimensional Labels from Multiple Coders
M. A. Nicolaou,
H. Gunes,
M. Pantic.
Proceedings of LREC Int'l Workshop on Multimodal Corpora: Advances in Capturing, Coding and Analyzing Multimodality.
Valletta, Malta,
pp. 43 - 48,
May
2010.
@inproceedings{A2010asosd,
author = {M. A. Nicolaou and H. Gunes and M. Pantic},
pages = {43--48},
address = {Valletta, Malta},
booktitle = {Proceedings of LREC Int'l Workshop on Multimodal Corpora: Advances in Capturing, Coding and Analyzing Multimodality},
month = {May},
title = {Automatic Segmentation of Spontaneous Data using Dimensional Labels from Multiple Coders},
year = {2010},
}
%0 Conference Proceedings
%T Automatic Segmentation of Spontaneous Data using Dimensional Labels from Multiple Coders
%A Nicolaou, M. A.
%A Gunes, H.
%A Pantic, M.
%B Proceedings of LREC Int?l Workshop on Multimodal Corpora: Advances in Capturing, Coding and Analyzing Multimodality
%D 2010
%8 May
%C Valletta, Malta
%F A2010asosd
%P 43-48