affective computing

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

AffWild and AffWild2 emotion databases

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

AffWildNet

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

arousal

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

capsule networks

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

CNN plus Multi RNN

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

DEAP Dataset

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

Deep convolutional and recurrent neural architectures

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

Deep Learning

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

EEG-based emotion recognition

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

emotion recognition in-the-wild

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

facial image analysis

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

high-level features

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

low-

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

mid-

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

multi-CNN feature extraction and aggregation

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

multi-task learning

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

OMG-Emotion database and Challenge

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)

subject-independent classification

Aadam, Aadam, Tu, Shanshan, Halim, Zahid, Waqas, Muhammad ORCID: https://orcid.org/0000-0003-0814-7544, Alfuhaid, Hisham and Fatima, Ghulam (2026) EEG-based emotion classification using deep capsule networks for subject-independent and dependent scenarios. IEEE Transactions on Affective Computing. pp. 1-18. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2026.3674037)

valence

Kollias, Dimitrios ORCID: https://orcid.org/0000-0002-8188-3751 and Zafeiriou, Stefanos P. (2020) Exploiting multi-CNN features in CNN-RNN based dimensional emotion recognition on the OMG in-the-wild dataset. IEEE Transactions on Affective Computing, 12 (3). pp. 595-606. ISSN 1949-3045 (Online) (doi:10.1109/TAFFC.2020.3014171)