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

Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling

February 1, 2023

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Authors

Yunjae Jung

Korea Advanced Institute of Science and Technology


Dahun Kim

Korea Advanced Institute of Science and Technology


Sanghyun Woo

Korea Advanced Institute of Science and Technology


Kyungsu Kim

Samsung Research


Sungjin Kim

Samsung Research


In So Kweon

Korea Advanced Institute of Science and Technology


DOI:

10.1609/aaai.v34i07.6780


Abstract:

Visual storytelling is a task of creating a short story based on photo streams. Unlike existing visual captioning, storytelling aims to contain not only factual descriptions, but also human-like narration and semantics. However, the VIST dataset consists only of a small, fixed number of photos per story. Therefore, the main challenge of visual storytelling is to fill in the visual gap between photos with narrative and imaginative story. In this paper, we propose to explicitly learn to imagine a storyline that bridges the visual gap. During training, one or more photos is randomly omitted from the input stack, and we train the network to produce a full plausible story even with missing photo(s). Furthermore, we propose for visual storytelling a hide-and-tell model, which is designed to learn non-local relations across the photo streams and to refine and improve conventional RNN-based models. In experiments, we show that our scheme of hide-and-tell, and the network design are indeed effective at storytelling, and that our model outperforms previous state-of-the-art methods in automatic metrics. Finally, we qualitatively show the learned ability to interpolate storyline over visual gaps.

Topics: AAAI

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HOW TO CITE:

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling Proceedings of the AAAI Conference on Artificial Intelligence (2020) 11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling AAAI 2020, 11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon (2020). Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling. Proceedings of the AAAI Conference on Artificial Intelligence, 11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. 2020. Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling. "Proceedings of the AAAI Conference on Artificial Intelligence". 11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. (2020) "Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling", Proceedings of the AAAI Conference on Artificial Intelligence, p.11213-11220

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon, "Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling", AAAI, p.11213-11220, 2020.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. "Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. "Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 11213-11220.

Yunjae Jung||Dahun Kim||Sanghyun Woo||Kyungsu Kim||Sungjin Kim||In So Kweon. Hide-and-Tell: Learning to Bridge Photo Streams for Visual Storytelling. AAAI[Internet]. 2020[cited 2023]; 11213-11220.


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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