Publications in 2017

Deep Face Deblurring

G. Chrysos, S. Zafeiriou. 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2017.

Bibtex reference [hide]
@inproceedings{chrysos_2017,
    author = {G. Chrysos and S. Zafeiriou},
    booktitle = {2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)},
    title = {Deep Face Deblurring},
    year = {2017},
}
Endnote reference [hide]

Nonnegative Decompositions for Dynamic Visual Data Analysis.

L. Zafeiriou, Y. Panagakis, M. Pantic, S. Zafeiriou. IEEE transactions on image processing: a publication of the IEEE Signal Processing Society. 26(12): pp. 5603, 2017.

Bibtex reference [hide]
@article{zafeiriou2017nonnegative,
    author = {L. Zafeiriou and Y. Panagakis and M. Pantic and S. Zafeiriou},
    pages = {5603},
    journal = {IEEE transactions on image processing: a publication of the IEEE Signal Processing Society},
    number = {12},
    title = {Nonnegative Decompositions for Dynamic Visual Data Analysis.},
    volume = {26},
    year = {2017},
}
Endnote reference [hide]

Robust Joint and Individual Variance Explained

C. Sagonas, Y. Panagakis, A. Leidinger, S. Zafeiriou. Proceedings of IEEE Int’l Conf. on Computer Vision & Pattern Recognition (CVPR). July 2017.

Bibtex reference [hide]
@inproceedings{rjive_sagonas_cvpr,
    author = {C. Sagonas and Y. Panagakis and A. Leidinger and S. Zafeiriou},
    booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision & Pattern Recognition (CVPR)},
    month = {July},
    title = { Robust Joint and Individual Variance Explained},
    year = {2017},
}
Endnote reference [hide]

A Copula Ordinal Regression Framework for Joint Estimation of Facial Action Unit Intensity

R. Walecki, O. Rudovic, V. Pavlovic, M. Pantic. IEEE Transactions on Affective Computing. 2017.

Bibtex reference [hide]
@article{walecki2017copula,
    author = {R. Walecki and O. Rudovic and V. Pavlovic and M. Pantic},
    journal = {IEEE Transactions on Affective Computing},
    publisher = {IEEE},
    title = {A Copula Ordinal Regression Framework for Joint Estimation of Facial Action Unit Intensity},
    year = {2017},
}
Endnote reference [hide]

FERA 2017-Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge

M. F. Valstar, E. Sánchez-lozano, J. Cohn, L. A. Jeni, J. M. Girard, Z. Zhang, L. Yin, M. Pantic. arXiv preprint arXiv:1702.04174. 2017.

Bibtex reference [hide]
@article{valstar2017fera,
    author = {M. F. Valstar and E. Sánchez-lozano and J. Cohn and L. A. Jeni and J. M. Girard and Z. Zhang and L. Yin and M. Pantic},
    journal = {arXiv preprint arXiv:1702.04174},
    title = {FERA 2017-Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge},
    year = {2017},
}
Endnote reference [hide]

Gaussian Process Domain Experts for Modeling of Facial Affect

S. Eleftheriadis, O. Rudovic, M. P. Deisenroth, M. Pantic. IEEE Transactions on Image Processing. 26(10): pp. 4697 - 4711, 2017.

Bibtex reference [hide]
@article{eleftheriadis2017gaussian,
    author = {S. Eleftheriadis and O. Rudovic and M. P. Deisenroth and M. Pantic},
    pages = {4697--4711},
    journal = {IEEE Transactions on Image Processing},
    number = {10},
    publisher = {IEEE},
    title = {Gaussian Process Domain Experts for Modeling of Facial Affect},
    volume = {26},
    year = {2017},
}
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]

Automatic analysis of facial actions: A survey

B. Martinez, M. F. Valstar, B. Jiang, M. Pantic. IEEE Transactions on Affective Computing. 2017.

Bibtex reference [hide]
@article{martinez2017,
    author = {B. Martinez and M. F. Valstar and B. Jiang and M. Pantic},
    journal = {IEEE Transactions on Affective Computing},
    publisher = {IEEE},
    title = {Automatic analysis of facial actions: A survey},
    year = {2017},
}
Endnote reference [hide]

Robust Kronecker-Decomposable Component Analysis for Low-Rank Modeling

M. Bahri, Y. Panagakis, S. Zafeiriou. The IEEE International Conference on Computer Vision (ICCV). Oct 2017.

Bibtex reference [hide]
@inproceedings{Bahri_2017_ICCV,
    author = {M. Bahri and Y. Panagakis and S. Zafeiriou},
    booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
    month = {Oct},
    title = {Robust Kronecker-Decomposable Component Analysis for Low-Rank Modeling},
    year = {2017},
}
Endnote reference [hide]

AFEW-VA database for valence and arousal estimation in-the-wild

J. Kossaifi, G. Tzimiropoulos, S. Todorovic, M. Pantic. Image and Vision Computing. 65: pp. 23 - 36, Multimodal Sentiment Analysis and Mining in the Wild Image and Vision Computing. 2017.

Bibtex reference [hide]
@article{kossaifi_afewva,
    author = {J. Kossaifi and G. Tzimiropoulos and S. Todorovic and M. Pantic},
    pages = {23--36},
    journal = {Image and Vision Computing},
    note = {Multimodal Sentiment Analysis and Mining in the Wild Image and Vision Computing},
    title = {AFEW-VA database for valence and arousal estimation in-the-wild},
    volume = {65},
    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]

Recognition of Affect in the wild using Deep Neural Networks

D. Kollias, M. A. Nicolaou, I. Kotsia, G. Zhao, S. Zafeiriou. Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR-W 2017). 2017.

Bibtex reference [hide]
@inproceedings{kollias2017,
    author = {D. Kollias and M. A. Nicolaou and I. Kotsia and G. Zhao and S. Zafeiriou},
    booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR-W 2017)},
    title = {Recognition of Affect in the wild using Deep Neural Networks},
    year = {2017},
}
Endnote reference [hide]

Behavior Prediction In-The-Wild

C. Georgakis, Y. Panagakis, M. Pantic. Affective Computing and Intelligent Interaction (ACII), 2nd Int'l Workshop on Automatic Sentiment Analysis in the Wild (WASA) (accepted for publication). San Antonio, Texas, USA, October 2017.

Bibtex reference [hide]
@inproceedings{georgakis_acii,
    author = {C. Georgakis and Y. Panagakis and M. Pantic},
    address = {San Antonio, Texas, USA},
    booktitle = {Affective Computing and Intelligent Interaction (ACII), 2nd Int'l Workshop on Automatic Sentiment Analysis in the Wild (WASA) (accepted for publication)},
    month = {October},
    title = {Behavior Prediction In-The-Wild},
    year = {2017},
}
Endnote reference [hide]

Aff-Wild: Valence and Arousal ‘in-the-wild’ Challenge

S. Zafeiriou. editors: S. Zafeiriou, D. Kollias, M. A. Nicolau, A. Papaioannou, G. Zhao, I. Kotsia. Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR-W 2017). 2017.

Bibtex reference [hide]
@inproceedings{zafeiriou2017affwild,
    author = {S. Zafeiriou},
    booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR-W 2017)},
    editor = {S. Zafeiriou and D. Kollias and M. A. Nicolau and A. Papaioannou and G. Zhao and I. Kotsia},
    title = {Aff-Wild: Valence and Arousal ‘in-the-wild’ Challenge},
    year = {2017},
}
Endnote reference [hide]

End-to-End Multi-View Lipreading

S. Petridis, Y. Wang, Z. Li, M. Pantic. British Machine Vision Conference. London, September 2017.

Bibtex reference [hide]
@inproceedings{end2end_multiview,
    author = {S. Petridis and Y. Wang and Z. Li and M. Pantic},
    address = {London},
    booktitle = {British Machine Vision Conference},
    month = {September},
    title = {End-to-End Multi-View Lipreading},
    year = {2017},
}
Endnote reference [hide]

End-to-End Audiovisual Fusion With LSTMs

S. Petridis, Y. Wang, Z. Li, M. Pantic. Auditory-Visual Speech Processing Conference. Stockholm, August 2017.

Bibtex reference [hide]
@inproceedings{end2endAV,
    author = {S. Petridis and Y. Wang and Z. Li and M. Pantic},
    address = {Stockholm},
    booktitle = {Auditory-Visual Speech Processing Conference},
    month = {August},
    title = {End-to-End Audiovisual Fusion With LSTMs},
    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]

Temporal Archetypal Analysis for Action Segmentation

M. Pantic, Y. Panagakis, E. Fotiadou. 12th IEEE Conference on Automatic Face and Gesture Recognition. May 2017.

Bibtex reference [hide]
@conference{454646,
    author = {M. Pantic and Y. Panagakis and E. Fotiadou},
    booktitle = {12th IEEE Conference on Automatic Face and Gesture Recognition},
    month = {May},
    title = {Temporal Archetypal Analysis for Action Segmentation},
    year = {2017},
}
Endnote reference [hide]

Deep Structured Learning for Facial Expression Intensity Estimation

editors: R. Walecki, O. Rudovic, V. Pavlovic, B. Schuller, M. Pantic. July 2017.

Bibtex reference [hide]
@article{walecki2017_deep_copula,
    editor = {R. Walecki and O. Rudovic and V. Pavlovic and B. Schuller and M. Pantic},
    month = {July},
    title = {Deep Structured Learning for Facial Expression Intensity Estimation},
    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]

Large Scale 3D Morphable Models

J. Booth, A. Roussos, A. Ponniah, D. Dunaway, S. Zafeiriou. International Journal of Computer Vision. 2017.

Bibtex reference [hide]
@article{booth2017largescale,
    author = {S. Zafeiriou and A. Roussos and A. Ponniah and D. Dunaway and J. Booth},
    journal = {International Journal of Computer Vision},
    publisher = {Springer},
    title = {Large Scale 3D Morphable Models},
    url = {https://link.springer.com/article/10.1007/s11263-017-1009-7},
    year = {2017},
}
Endnote reference [hide]

A Joint Discriminative Generative Model for Deformable Model Construction and Classification

I. Marras, S. Nikitidis, S. Zafeiriou, M. Pantic. IEEE Face and Gesture Recognition 2017. May 2017.

Bibtex reference [hide]
@conference{Marras2017,
    author = {I. Marras and S. Nikitidis and S. Zafeiriou and M. Pantic},
    booktitle = {IEEE Face and Gesture Recognition 2017},
    month = {May},
    title = {A Joint Discriminative Generative Model for Deformable Model Construction and Classification},
    year = {2017},
}
Endnote reference [hide]

Face Normals “in-the-wild” using Fully Convolutional Networks

G. Trigeorgis, P. Snape, I. Kokkinos, S. Zafeiriou. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). July 2017.

Bibtex reference [hide]
@inproceedings{trigeorgis_normals,
    author = {G. Trigeorgis and P. Snape and I. Kokkinos and S. Zafeiriou},
    booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    month = {July},
    title = {Face Normals “in-the-wild” using Fully Convolutional Networks},
    year = {2017},
}
Endnote reference [hide]

Learning the Multilinear Structure of Visual Data

M. Wang, Y. Panagakis, P. Snape, S. Zafeiriou. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). July 2017.

Bibtex reference [hide]
@inproceedings{meng2017,
    author = {M. Wang and Y. Panagakis and P. Snape and S. Zafeiriou},
    booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    month = {July},
    title = {Learning the Multilinear Structure of Visual Data},
    year = {2017},
}
Endnote reference [hide]

Local Deep Neural Networks for Age and Gender Classification

Z. Liao, S. Petridis, M. Pantic. Arxiv 1703.08497. March 2017.

Bibtex reference [hide]
@inproceedings{ldnn_genderAge,
    author = {Z. Liao and S. Petridis and M. Pantic},
    booktitle = {Arxiv 1703.08497},
    month = {March},
    title = {Local Deep Neural Networks for Age and Gender Classification},
    year = {2017},
}
Endnote reference [hide]

Robust Statistical Deformable Models

E. Antonakos. PhD Thesis, March 2017.

Bibtex reference [hide]
@phdthesis{antonakos2017phdthesis,
    author = {E. Antonakos},
    month = {March},
    title = {Robust Statistical Deformable Models},
    year = {2017},
}
Endnote reference [hide]

Deformable Models of Ears in-the-wild for Alignment and Recognition

Y. Zhou, S. Zafeiriou. FG'2017. June 2017.

Bibtex reference [hide]
@inproceedings{dmefg2017,
    author = {Y. Zhou and S. Zafeiriou},
    booktitle = {FG'2017},
    month = {June},
    title = {Deformable Models of Ears in-the-wild for Alignment and Recognition},
    year = {2017},
}
Endnote reference [hide]

Dynamic Behavior Analysis via Structured Rank Minimization

C. Georgakis, Y. Panagakis, M. Pantic. International Journal of Computer Vision. 2017.

Bibtex reference [hide]
@article{georgakis_IJCV,
    author = {C. Georgakis and Y. Panagakis and M. Pantic},
    journal = {International Journal of Computer Vision},
    title = {Dynamic Behavior Analysis via Structured Rank Minimization},
    year = {2017},
}
Endnote reference [hide]

3D Face Morphable Models "In-the-Wild"

J. Booth, E. Antonakos, S. Ploumpis, G. Trigeorgis, Y. Panagakis, S. Zafeiriou. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). July 2017.

Bibtex reference [hide]
@inproceedings{booth2017itw3dmm,
    author = {J. Booth and E. Antonakos and S. Ploumpis and G. Trigeorgis and Y. Panagakis and S. Zafeiriou},
    booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    month = {July},
    title = {3D Face Morphable Models "In-the-Wild"},
    url = {https://arxiv.org/abs/1701.05360},
    year = {2017},
}
Endnote reference [hide]

The Conflict Escalation Resolution (CONFER) Database

C. Georgakis, Y. Panagakis, S. Zafeiriou, M. Pantic. Image and Vision Computing. 2017.

Bibtex reference [hide]
@article{CONFER,
    author = {C. Georgakis and Y. Panagakis and S. Zafeiriou and M. Pantic},
    journal = {Image and Vision Computing},
    title = {The Conflict Escalation Resolution (CONFER) Database},
    year = {2017},
}
Endnote reference [hide]

Statistical non-rigid ICP algorithm and its application to 3D face alignment

S. Cheng, I. Marras, S. Zafeiriou, M. Pantic. Image and Vision Computing, Special Issue on best of FG'2015. 2017.

Bibtex reference [hide]
@article{NICP2017,
    journal = {Image and Vision Computing, Special Issue on best of FG'2015},
    title = {Statistical non-rigid ICP algorithm and its application to 3D face alignment},
    year = {2017},
}
Endnote reference [hide]

Dynamic Probabilistic Linear Discriminant Analysis For Video Classification

A. Fabris, M. A. Nicolaou, I. Kotsia, S. Zafeiriou. ICASSP 2017, accepted for publication. March 2017.

Bibtex reference [hide]
@inproceedings{dplda,
    booktitle = {ICASSP 2017, accepted for publication},
    month = {March},
    title = {Dynamic Probabilistic Linear Discriminant Analysis For Video Classification},
    year = {2017},
}
Endnote reference [hide]

Audio-Visual Object Localization and Separation using Low-Rank and Sparsity

J. Pu, Y. Panagakis, S. Petridis, M. Pantic. ICASSP (oral presentation). pp. 2901 - 2905, March 2017.

Bibtex reference [hide]
@inproceedings{puPanagakisPetridisPantic_icassp2017,
    author = {J. Pu and Y. Panagakis and S. Petridis and M. Pantic},
    pages = {2901--2905},
    booktitle = {ICASSP (oral presentation)},
    month = {March},
    title = {Audio-Visual Object Localization and Separation using Low-Rank and Sparsity},
    year = {2017},
}
Endnote reference [hide]

End-to-end Visual Speech Recognition With LSTMs

S. Petridis, Z. Li, M. Pantic. ICASSP, accepted for publication. pp. 2592 - 2596, 2017.

Bibtex reference [hide]
@inproceedings{icassp2017_petridisLiPantic,
    author = {S. Petridis and Z. Li and M. Pantic},
    pages = {2592--2596},
    booktitle = {ICASSP, accepted for publication},
    title = {End-to-end Visual Speech Recognition With LSTMs},
    year = {2017},
}
Endnote reference [hide]

DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild

R. Guler, G. Trigeorgis, E. Antonakos, P. Snape, S. Zafeiriou, I. Kokkinos. IEEE Conference on Computer Vision and Pattern Recognition (CVPR). July 2017.

Bibtex reference [hide]
@inproceedings{guler2017densereg,
    author = {R. Guler and G. Trigeorgis and E. Antonakos and P. Snape and S. Zafeiriou and I. Kokkinos},
    booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
    month = {July},
    title = {DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild},
    url = {https://arxiv.org/pdf/1612.01202v1.pdf},
    year = {2017},
}
Endnote reference [hide]

A Comprehensive Performance Evaluation of Deformable Face Tracking "In-the-Wild"

G. Chrysos, E. Antonakos, P. Snape, A. Asthana, S. Zafeiriou. International Journal of Computer Vision. pp. 1 - 35, February 2017.

Bibtex reference [hide]
@article{chrysos2016comprehensive,
    author = {G. Chrysos and E. Antonakos and P. Snape and A. Asthana and S. Zafeiriou},
    pages = {1--35},
    journal = {International Journal of Computer Vision},
    month = {February},
    title = {A Comprehensive Performance Evaluation of Deformable Face Tracking "In-the-Wild"},
    url = {https://link.springer.com/article/10.1007/s11263-017-0999-5},
    year = {2017},
}
Endnote reference [hide]