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Dimitrios Kollias
Dimitrios Kollias
Assistant Professor at Queen Mary University of London, Researcher at Imperial College London
Bestätigte E-Mail-Adresse bei qmul.ac.uk
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Deep affect prediction in-the-wild: Aff-wild database and challenge, deep architectures, and beyond
D Kollias, P Tzirakis, MA Nicolaou, A Papaioannou, G Zhao, B Schuller, ...
International Journal of Computer Vision 127 (6), 907-929, 2019
2262019
Aff-wild: valence and arousal'In-the-Wild'challenge
S Zafeiriou, D Kollias, MA Nicolaou, A Papaioannou, G Zhao, I Kotsia
Proceedings of the IEEE conference on computer vision and pattern …, 2017
1842017
Expression, affect, action unit recognition: Aff-wild2, multi-task learning and arcface
D Kollias, S Zafeiriou
arXiv preprint arXiv:1910.04855, 2019
1392019
Analysing affective behavior in the first abaw 2020 competition
D Kollias, A Schulc, E Hajiyev, S Zafeiriou
2020 15th IEEE International Conference on Automatic Face and Gesture …, 2020
1222020
Deep neural architectures for prediction in healthcare
D Kollias, A Tagaris, A Stafylopatis, S Kollias, G Tagaris
Complex & Intelligent Systems 4 (2), 119-131, 2018
962018
Recognition of affect in the wild using deep neural networks
D Kollias, MA Nicolaou, I Kotsia, G Zhao, S Zafeiriou
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2017
952017
Aff-wild2: Extending the aff-wild database for affect recognition
D Kollias, S Zafeiriou
arXiv preprint arXiv:1811.07770, 2018
872018
Face behavior a la carte: Expressions, affect and action units in a single network
D Kollias, V Sharmanska, S Zafeiriou
arXiv preprint arXiv:1910.11111, 2019
762019
Deep neural network augmentation: Generating faces for affect analysis
D Kollias, S Cheng, E Ververas, I Kotsia, S Zafeiriou
International Journal of Computer Vision 128 (5), 1455-1484, 2020
59*2020
Distribution matching for heterogeneous multi-task learning: a large-scale face study
D Kollias, V Sharmanska, S Zafeiriou
arXiv preprint arXiv:2105.03790, 2021
582021
Analysing affective behavior in the second abaw2 competition
D Kollias, S Zafeiriou
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
562021
Affect analysis in-the-wild: Valence-arousal, expressions, action units and a unified framework
D Kollias, S Zafeiriou
arXiv preprint arXiv:2103.15792, 2021
542021
A multi-task learning & generation framework: Valence-arousal, action units & primary expressions
D Kollias, S Zafeiriou
arXiv preprint arXiv:1811.07771, 2018
512018
Machine learning for neurodegenerative disorder diagnosis—survey of practices and launch of benchmark dataset
A Tagaris, D Kollias, A Stafylopatis, G Tagaris, S Kollias
International Journal on Artificial Intelligence Tools 27 (03), 1850011, 2018
452018
Exploiting multi-cnn features in cnn-rnn based dimensional emotion recognition on the omg in-the-wild dataset
D Kollias, S Zafeiriou
IEEE Transactions on Affective Computing 12 (3), 595-606, 2020
432020
Adaptation and contextualization of deep neural network models
D Kollias, M Yu, A Tagaris, G Leontidis, A Stafylopatis, S Kollias
2017 IEEE symposium series on computational intelligence (SSCI), 1-8, 2017
382017
Training deep neural networks with different datasets in-the-wild: The emotion recognition paradigm
D Kollias, S Zafeiriou
2018 International Joint Conference on Neural Networks (IJCNN), 1-8, 2018
362018
A multi-component CNN-RNN approach for dimensional emotion recognition in-the-wild
D Kollias, S Zafeiriou
arXiv preprint arXiv:1805.01452, 2018
342018
Assessment of parkinson’s disease based on deep neural networks
A Tagaris, D Kollias, A Stafylopatis
International Conference on Engineering Applications of Neural Networks, 391-403, 2017
342017
On line emotion detection using retrainable deep neural networks
D Kollias, A Tagaris, A Stafylopatis
2016 IEEE Symposium Series on Computational Intelligence (SSCI), 1-8, 2016
322016
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