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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 29 / No.1: The Twenty-Ninth Conference on Artificial Intelligence

Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos

March 8, 2023

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Authors

Jung-Woo Ha

Seoul National University


Kyung-Min Kim

Seoul National University


Byoung-Tak Zhang

Seoul National University


DOI:

10.1609/aaai.v29i1.9225


Abstract:

Learning mutually-grounded vision-language knowledge is a foundational task for cognitive systems and human-level artificial intelligence. Most of knowledge-learning techniques are focused on single modal representations in a static environment with a fixed set of data. Here, we explore an ecologically more-plausible setting by using a stream of cartoon videos to build vision-language concept hierarchies continuously. This approach is motivated by the literature on cognitive development in early childhood. We present the model of deep concept hierarchy (DCH) that enables the progressive abstraction of concept knowledge in multiple levels. We develop a stochastic method for graph construction, i.e. a graph Monte Carlo algorithm, to search efficiently the huge compositional space of the vision-language concepts. The concept hierarchies are built incrementally and can handle concept drift, allowing for being deployed in lifelong learning environments. Using a series of approximately 200 episodes of educational cartoon videos we demonstrate the emergence and evolution of the concept hierarchies as the video stories unfold. We also present the application of the deep concept hierarchies for context-dependent translation between vision and language, i.e. the transcription of a visual scene into text and the generation of visual imagery from text.

Topics: AAAI

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HOW TO CITE:

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos Proceedings of the AAAI Conference on Artificial Intelligence, 29 (2015) .

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos AAAI 2015, .

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang (2015). Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos. Proceedings of the AAAI Conference on Artificial Intelligence, 29, .

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos. Proceedings of the AAAI Conference on Artificial Intelligence, 29 2015 p..

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. 2015. Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos. "Proceedings of the AAAI Conference on Artificial Intelligence, 29". .

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. (2015) "Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos", Proceedings of the AAAI Conference on Artificial Intelligence, 29, p.

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang, "Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos", AAAI, p., 2015.

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. "Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos". Proceedings of the AAAI Conference on Artificial Intelligence, 29, 2015, p..

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. "Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos". Proceedings of the AAAI Conference on Artificial Intelligence, 29, (2015): .

Jung-Woo Ha|| Kyung-Min Kim|| Byoung-Tak Zhang. Automated Construction of Visual-Linguistic Knowledge via Concept Learning from Cartoon Videos. AAAI[Internet]. 2015[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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