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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 2: AAAI-22 Technical Tracks 2

Action-Aware Embedding Enhancement for Image-Text Retrieval

February 1, 2023

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Authors

Jiangtong Li

Shanghai Jiao Tong University


Li Niu

Shanghai Jiao Tong University


Liqing Zhang

Shanghai Jiao Tong University


DOI:

10.1609/aaai.v36i2.20020


Abstract:

Image-text retrieval plays a central role in bridging vision and language, which aims to reduce the semantic discrepancy between images and texts. Most of existing works rely on refined words and objects representation through the data-oriented method to capture the word-object cooccurrence. Such approaches are prone to ignore the asymmetric action relation between images and texts, that is, the text has explicit action representation (i.e., verb phrase) while the image only contains implicit action information. In this paper, we propose Action-aware Memory-Enhanced embedding (AME) method for image-text retrieval, which aims to emphasize the action information when mapping the images and texts into a shared embedding space. Specifically, we integrate action prediction along with an action-aware memory bank to enrich the image and text features with action-similar text features. The effectiveness of our proposed AME method is verified by comprehensive experimental results on two benchmark datasets.

Topics: AAAI

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HOW TO CITE:

Jiangtong Li||Li Niu||Liqing Zhang Action-Aware Embedding Enhancement for Image-Text Retrieval Proceedings of the AAAI Conference on Artificial Intelligence (2022) 1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang Action-Aware Embedding Enhancement for Image-Text Retrieval AAAI 2022, 1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang (2022). Action-Aware Embedding Enhancement for Image-Text Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence, 1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang. Action-Aware Embedding Enhancement for Image-Text Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang. 2022. Action-Aware Embedding Enhancement for Image-Text Retrieval. "Proceedings of the AAAI Conference on Artificial Intelligence". 1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang. (2022) "Action-Aware Embedding Enhancement for Image-Text Retrieval", Proceedings of the AAAI Conference on Artificial Intelligence, p.1323-1331

Jiangtong Li||Li Niu||Liqing Zhang, "Action-Aware Embedding Enhancement for Image-Text Retrieval", AAAI, p.1323-1331, 2022.

Jiangtong Li||Li Niu||Liqing Zhang. "Action-Aware Embedding Enhancement for Image-Text Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang. "Action-Aware Embedding Enhancement for Image-Text Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 1323-1331.

Jiangtong Li||Li Niu||Liqing Zhang. Action-Aware Embedding Enhancement for Image-Text Retrieval. AAAI[Internet]. 2022[cited 2023]; 1323-1331.


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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