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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Gesture Annotation With a Visual Search Engine for Multimodal Communication Research

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Sergiy Turchyn

Case Western Reserve University


Inés Olza Moreno

Institute for Culture and Society, University of Navarra


Cristóbal Pagán Cánovas

Institute for Culture and Society, University of Navarra


Francis Steen

University of California-Los Angeles


Mark Turner

Case Western Reserve University


Javier Valenzuela

University of Murcia


Soumya Ray

Case Western Reserve University


DOI:

10.1609/aaai.v32i1.11421


Abstract:

Human communication is multimodal and includes elements such as gesture and facial expression along with spoken language. Modern technology makes it feasible to capture all such aspects of communication in natural settings. As a result, similar to fields such as genetics, astronomy and neuroscience, scholars in areas such as linguistics and communication studies are on the verge of a data-driven revolution in their fields. These new approaches require analytical support from machine learning and artificial intelligence to develop tools to help process the vast data repositories. The Distributed Little Red Hen Lab project is an international team of interdisciplinary researchers building a large-scale infrastructure for data-driven multimodal communications research. In this paper, we describe a machine learning system developed to automatically annotate a large database of television program videos as part of this project. The annotations mark regions where people or speakers are on screen along with body part motions including head, hand and shoulder motion. We also annotate a specific class of gestures known as timeline gestures. An existing gesture annotation tool, ELAN, can be used with these annotations to quickly locate gestures of interest. Finally, we provide an update mechanism for the system based on human feedback. We empirically evaluate the accuracy of the system as well as present data from pilot human studies to show its effectiveness at aiding gesture scholars in their work.

Topics: AAAI

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HOW TO CITE:

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray Gesture Annotation With a Visual Search Engine for Multimodal Communication Research Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray Gesture Annotation With a Visual Search Engine for Multimodal Communication Research AAAI 2018, .

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray (2018). Gesture Annotation With a Visual Search Engine for Multimodal Communication Research. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. Gesture Annotation With a Visual Search Engine for Multimodal Communication Research. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. 2018. Gesture Annotation With a Visual Search Engine for Multimodal Communication Research. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. (2018) "Gesture Annotation With a Visual Search Engine for Multimodal Communication Research", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray, "Gesture Annotation With a Visual Search Engine for Multimodal Communication Research", AAAI, p., 2018.

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. "Gesture Annotation With a Visual Search Engine for Multimodal Communication Research". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. "Gesture Annotation With a Visual Search Engine for Multimodal Communication Research". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Sergiy Turchyn||Inés Olza Moreno||Cristóbal Pagán Cánovas||Francis Steen||Mark Turner||Javier Valenzuela||Soumya Ray. Gesture Annotation With a Visual Search Engine for Multimodal Communication Research. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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