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

Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents

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

Bo Wang

Tianjin University


Youjiang Xu

Tianjin University


Yahong Han

Tianjin University


Richang Hong

Hefei University of Technology


DOI:

10.1609/aaai.v32i1.12253


Abstract:

Movies provide us with a mass of visual content as well as attracting stories. Existing methods have illustrated that understanding movie stories through only visual content is still a hard problem. In this paper, for answering questions about movies, we put forward a Layered Memory Network (LMN) that represents frame-level and clip-level movie content by the Static Word Memory module and the Dynamic Subtitle Memory module, respectively. Particularly, we firstly extract words and sentences from the training movie subtitles. Then the hierarchically formed movie representations, which are learned from LMN, not only encode the correspondence between words and visual content inside frames, but also encode the temporal alignment between sentences and frames inside movie clips. We also extend our LMN model into three variant frameworks to illustrate the good extendable capabilities. We conduct extensive experiments on the MovieQA dataset. With only visual content as inputs, LMN with frame-level representation obtains a large performance improvement. When incorporating subtitles into LMN to form the clip-level representation, we achieve the state-of-the-art performance on the online evaluation task of 'Video+Subtitles'. The good performance successfully demonstrates that the proposed framework of LMN is effective and the hierarchically formed movie representations have good potential for the applications of movie question answering.

Topics: AAAI

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HOW TO CITE:

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents AAAI 2018, .

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong (2018). Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. 2018. Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. (2018) "Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong, "Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents", AAAI, p., 2018.

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. "Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. "Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Bo Wang||Youjiang Xu||Yahong Han||Richang Hong. Movie Question Answering: Remembering the Textual Cues for Layered Visual Contents. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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