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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 10: AAAI-22 Technical Tracks 10

UNISON: Unpaired Cross-Lingual Image Captioning

February 1, 2023

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Authors

Jiahui Gao

The University of Hong Kong


Yi Zhou

Johns Hopkins University


Philip L. H. Yu

The Education University of Hong Kong


Shafiq Joty

Nanyang Technological University


Jiuxiang Gu

Adobe Research


DOI:

10.1609/aaai.v36i10.21310


Abstract:

Image captioning has emerged as an interesting research field in recent years due to its broad application scenarios. The traditional paradigm of image captioning relies on paired image-caption datasets to train the model in a supervised manner. However, creating such paired datasets for every target language is prohibitively expensive, which hinders the extensibility of captioning technology and deprives a large part of the world population of its benefit. In this work, we present a novel unpaired cross-lingual method to generate image captions without relying on any caption corpus in the source or the target language. Specifically, our method consists of two phases: (1) a cross-lingual auto-encoding process, which utilizing a sentence parallel (bitext) corpus to learn the mapping from the source to the target language in the scene graph encoding space and decode sentences in the target language, and (2) a cross-modal unsupervised feature mapping, which seeks to map the encoded scene graph features from image modality to language modality. We verify the effectiveness of our proposed method on the Chinese image caption generation task. The comparisons against several existing methods demonstrate the effectiveness of our approach.

Topics: AAAI

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HOW TO CITE:

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu UNISON: Unpaired Cross-Lingual Image Captioning Proceedings of the AAAI Conference on Artificial Intelligence (2022) 10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu UNISON: Unpaired Cross-Lingual Image Captioning AAAI 2022, 10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu (2022). UNISON: Unpaired Cross-Lingual Image Captioning. Proceedings of the AAAI Conference on Artificial Intelligence, 10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. UNISON: Unpaired Cross-Lingual Image Captioning. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. 2022. UNISON: Unpaired Cross-Lingual Image Captioning. "Proceedings of the AAAI Conference on Artificial Intelligence". 10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. (2022) "UNISON: Unpaired Cross-Lingual Image Captioning", Proceedings of the AAAI Conference on Artificial Intelligence, p.10654-10662

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu, "UNISON: Unpaired Cross-Lingual Image Captioning", AAAI, p.10654-10662, 2022.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. "UNISON: Unpaired Cross-Lingual Image Captioning". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. "UNISON: Unpaired Cross-Lingual Image Captioning". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 10654-10662.

Jiahui Gao||Yi Zhou||Philip L. H. Yu||Shafiq Joty||Jiuxiang Gu. UNISON: Unpaired Cross-Lingual Image Captioning. AAAI[Internet]. 2022[cited 2023]; 10654-10662.


ISSN: 2374-3468


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