Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges

D Kollias, P Tzirakis, A Baird… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract The fifth Affective Behavior Analysis in-the-wild (ABAW) Competition is part of the
respective ABAW Workshop which will be held in conjunction with IEEE Computer Vision …

The 6th affective behavior analysis in-the-wild (abaw) competition

D Kollias, P Tzirakis, A Cowen… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper describes the 6th Affective Behavior Analysis in-the-wild (ABAW) Competition
which is part of the respective Workshop held in conjunction with IEEE CVPR 2024. The 6th …

Abaw: Valence-arousal estimation, expression recognition, action unit detection & multi-task learning challenges

D Kollias - Proceedings of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
This paper describes the third Affective Behavior Analysis in-the-wild (ABAW) Competition,
held in conjunction with IEEE International Conference on Computer Vision and Pattern …

Abaw: Learning from synthetic data & multi-task learning challenges

D Kollias - European Conference on Computer Vision, 2022 - Springer
This paper describes the fourth Affective Behavior Analysis in-the-wild (ABAW) Competition,
held in conjunction with European Conference on Computer Vision (ECCV), 2022. The 4th …

Analysing affective behavior in the second abaw2 competition

D Kollias, S Zafeiriou - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Abstract The Affective Behavior Analysis in-the-wild (ABAW2) 2021 Competition is the
second Competition-following the first very successful ABAW Competition held in …

7th abaw competition: Multi-task learning and compound expression recognition

D Kollias, S Zafeiriou, I Kotsia, A Dhall, S Ghosh… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper describes the 7th Affective Behavior Analysis in-the-wild (ABAW) Competition,
which is part of the respective Workshop held in conjunction with ECCV 2024. The 7th …

A review and roadmap of deep learning causal discovery in different variable paradigms

H Chen, K Du, X Yang, C Li - arXiv preprint arXiv:2209.06367, 2022 - arxiv.org
Understanding causality helps to structure interventions to achieve specific goals and
enables predictions under interventions. With the growing importance of learning causal …

Incorporating causality in energy consumption forecasting using deep neural networks

K Sharma, YK Dwivedi, B Metri - Annals of Operations Research, 2022 - Springer
Forecasting energy demand has been a critical process in various decision support systems
regarding consumption planning, distribution strategies, and energy policies. Traditionally …

SS-MFAR: semi-supervised multi-task facial affect recognition

D Gera, BNS Kumar, BVR Kumar… - arXiv preprint arXiv …, 2022 - arxiv.org
Automatic affect recognition has applications in many areas such as education, gaming,
software development, automotives, medical care, etc. but it is non trivial task to achieve …

Towards Causal Relationship in Indefinite Data: Baseline Model and New Datasets

H Chen, X Yang, K Du - arXiv preprint arXiv:2401.08221, 2024 - arxiv.org
Integrating deep learning and causal discovery has encouraged us to spot that learning
causal structures and representations in dialogue and video is full of challenges. We defined …