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Dr. Robert Walecki
Past Member
Biography
I am a PhD student at the Computing Dept., Imperial College London (ICL). My research is mainly concerned with design and development of context-sensitive machine learning models for analysis of human facial behavior.
Face analysis:
Head-pose invariant affect analysis,
AU detection
Publications
Journal articles
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.
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},
}
Variable-state Latent Conditional Random Field models for facial expression analysis
R. Walecki, O. Rudovic, V. Pavlovic, M. Pantic. Image and Vision Computing. 58: pp. 25 - 37, 2017.
author = {R. Walecki and O. Rudovic and V. Pavlovic and M. Pantic},
pages = {25--37},
journal = {Image and Vision Computing},
publisher = {Elsevier},
title = {Variable-state Latent Conditional Random Field models for facial expression analysis},
volume = {58},
year = {2017},
}
Deep Structured Learning for Facial Expression Intensity Estimation
editors: R. Walecki, O. Rudovic, V. Pavlovic, B. Schuller, M. Pantic. July 2017.
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},
}
Variable-state Latent Conditional Random Field Models for Facial Expression Analysis
R. Walecki, O. Rudovic, V. Pavlovic, M. Pantic. IMAVIS (article in press). October 2016.
author = {R. Walecki and O. Rudovic and V. Pavlovic and M. Pantic},
booktitle = {IMAVIS (article in press)},
journal = {IMAVIS (article in press)},
month = {October},
publisher = {Elsevier},
title = {Variable-state Latent Conditional Random Field Models for Facial Expression Analysis},
year = {2016},
}
Automated tracing of myelinated axons and detection of the nodes of Ranvier in serial images of peripheral nerves
A. Kreshuk, R. Walecki, U. K. , F. H. . Journal of microscopy. 259: pp. 143 - 154, April 2015.
author = {A. Kreshuk and R. Walecki and U. K. and F. H. },
pages = {143--154},
booktitle = {Journal of microscopy},
journal = {Journal of microscopy},
month = {April},
title = {Automated tracing of myelinated axons and detection of the nodes of Ranvier in serial images of peripheral nerves},
url = {http://onlinelibrary.wiley.com/doi/10.1111/jmi.12266/epdf},
volume = {259},
year = {2015},
}
Conference articles
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.
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},
}
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.
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},
}
A Framework for Joint Estimation and Guided Annotation of Facial Action Unit Intensity
R. Walecki, O. Rudovic, M. Pantic, V. Pavlovic, J. F. Cohn. Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR'W 2016). Las Vegas, Nevada., June 2016.
author = {R. Walecki and O. Rudovic and M. Pantic and V. Pavlovic and J. F. Cohn},
address = {Las Vegas, Nevada.},
booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR'W 2016)},
month = {June},
title = {A Framework for Joint Estimation and Guided Annotation of Facial Action Unit Intensity},
year = {2016},
}
Copula Ordinal Regression for Joint Estimation of Facial Action Unit Intensity
R. Walecki, O. Rudovic, M. Pantic, V. Pavlovic. Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR 2016). Las Vegas, Nevada., June 2016.
author = {R. Walecki and O. Rudovic and M. Pantic and V. Pavlovic},
address = {Las Vegas, Nevada.},
booktitle = {Proceedings of IEEE Int’l Conf. on Computer Vision and Pattern Recognition (CVPR 2016)},
month = {June},
title = {Copula Ordinal Regression for Joint Estimation of Facial Action Unit Intensity},
year = {2016},
}
Variable-state Latent Conditional Random Fields for Facial Expression Recognition and Action Unit Detection
R. Walecki, O. Rudovic, V. Pavlovic, M. Pantic. Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'15). Ljubljana, Slovenia, May 2015.
author = {R. Walecki and O. Rudovic and V. Pavlovic and M. Pantic},
address = {Ljubljana, Slovenia},
booktitle = {Proceedings of IEEE International Conference on Automatic Face and Gesture Recognition (FG'15)},
month = {May},
title = {Variable-state Latent Conditional Random Fields for Facial Expression Recognition and Action Unit Detection},
year = {2015},
}