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In this paper, we propose the solution to the Multi-Task Learning (MTL) Challenge of the 4th Affective Behavior Analysis in-the-wild (ABAW) competition.
Ekman, P., Friesen, W.V.: The repertoire of nonverbal behavior: Categories, origins, usage, and coding. semiotica 1
1969
Earlier work this paper cites.
Kollias, D., Nicolaou, M.A., Kotsia, I., Zhao, G., Zafeiriou, S.: Recognition of affect in the wild using deep neural networks. In: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2017, Honolulu, HI, USA, July 21-26, 2017. pp. 1972–1979 (2017). https://doi.org/10.1109/CVPRW.2017.247, https://doi.org/10.1109/CVPRW.2017.247
2017
Earlier work this paper cites.
Zafeiriou, S., Kollias, D., Nicolaou, M.A., Papaioannou, A., Zhao, G., Kotsia, I.: Aff-wild: Valence and arousal ’in-the-wild’ challenge. In: 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2017, Honolulu, HI, USA, July 21-26, 2017. pp. 1980–1987 (2017). https://doi.org/10.1109/CVPRW.2017.248, https://doi.org/10.1109/CVPRW.2017.248
2017
Earlier work this paper cites.
Kollias, D., Cheng, S., Pantic, M., Zafeiriou, S.: Photorealistic facial synthesis in the dimensional affect space. In: Computer Vision - ECCV 2018 Workshops - Munich, Germany, September 8-14, 2018, Proceedings, Part II. pp. 475–491 (2018). https://doi.org/10.1007/978-3-030-11012-3_36, https://doi.org/10.1007/978-3-030-11012-3_36
2018
Earlier work this paper cites.
Kollias, D., Tzirakis, P., Nicolaou, M.A., Papaioannou, A., Zhao, G., Schuller, B.W., Kotsia, I., Zafeiriou, S.: Deep affect prediction in-the-wild: Aff-wild database and challenge, deep architectures, and beyond. Int. J. Comput. Vis. 127
2019
Earlier work this paper cites.
Kollias, D., Zafeiriou, S.: Expression, affect, action unit recognition: Aff-wild2, multi-task learning and arcface. In: 30th British Machine Vision Conference 2019, BMVC 2019, Cardiff, UK, September 9-12, 2019. p. 297 (2019), https://bmvc2019.org/wp-content/uploads/papers/0399-paper.pdf
2019
Cited alongside, same era.
Kollias, D., Cheng, S., Ververas, E., Kotsia, I., Zafeiriou, S.: Deep neural network augmentation: Generating faces for affect analysis. Int. J. Comput. Vis. 128
2020
Cited alongside, same era.
Kollias, D., Zafeiriou, S.: Va-stargan: Continuous affect generation. In: Advanced Concepts for Intelligent Vision Systems - 20th International Conference, ACIVS 2020, Auckland, New Zealand, February 10-14, 2020, Proceedings. pp. 227–238 (2020). https://doi.org/10.1007/978-3-030-40605-9_20, https://doi.org/10.1007/978-3-030-40605-9_20
2020
Cited alongside, same era.
Jacob, G.M., Stenger, B.: Facial action unit detection with transformers. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. pp. 7680–7689 (2021)
2021
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Deng, D.: Multiple emotion descriptors estimation at the ABAW3 challenge. CoRR abs/2203.12845
2022
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