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An Audiovisual Child Emotion Recognition System for Child-Robot Interaction Applications

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Auteur
Filntisis P.P., Efthymiou N., Potamianos G., Maragos P.
Date
2021
Language
en
DOI
10.23919/EUSIPCO54536.2021.9616106
Sujet
Deep learning
Robots
Audio-visual fusion
Audiovisual emotion recognition
Audiovisual fusion
Child-robot interactions
Children's speech
Emotion recognition
Multi-modality
Network frameworks
Recognition systems
Temporal segments
Speech recognition
European Signal Processing Conference, EUSIPCO
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Résumé
We present an audiovisual emotion recognition system tailored to child-robot interaction scenarios. Our proposed system is based on deep learning and the Temporal Segment Networks framework, receives input from both the child's speech and video modalities (the latter represented as RGB and optical flow streams), and tackles several challenges that arise in emotion recognition and child-robot interaction. The system is evaluated on the EmoReact child emotion recognition dataset, significantly outperforming the state-of-the-art on this corpus. In addition, extensive ablation studies are conducted. © 2021 European Signal Processing Conference. All rights reserved.
URI
http://hdl.handle.net/11615/71590
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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