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Multi- View Fusion for Action Recognition in Child-Robot Interaction

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Autor
Efthymiou N., Koutras P., Filntisis P.P., Potamianos G., Maragos P.
Datum
2018
Language
en
DOI
10.1109/ICIP.2018.8451146
Schlagwort
Human computer interaction
Image processing
Action recognition
Action recognition systems
Child-robot interactions
Children robot interactions
Human robot Interaction (HRI)
Multi-view action recognition
Multi-views
State-of-the-art techniques
Human robot interaction
IEEE Computer Society
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Zusammenfassung
Answering the challenge of leveraging computer vision methods in order to enhance Human Robot Interaction (HRI) experience, this work explores methods that can expand the capabilities of an action recognition system in such tasks. A multi-view action recognition system is proposed for integration in HRI scenarios with special users, such as children, in which there is limited data for training and many state-of-the-art techniques face difficulties. Different feature extraction approaches, encoding methods and fusion techniques are combined and tested in order to create an efficient system that recognizes children pantomime actions. This effort culminates in the integration of a robotic platform and is evaluated under an alluring Children Robot Interaction scenario. © 2018 IEEE.
URI
http://hdl.handle.net/11615/71289
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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