Learning Dual Semantic Relations With Graph Attention for Image-Text Matching

Image-Text Matching is one major task in cross-modal information processing. The main challenge is to learn the unified visual and textual representations. Previous methods that perform well on this task primarily focus on not only the alignment between region features in images and the correspondin...

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Bibliographic Details
Published in:	IEEE transactions on circuits and systems for video technology Vol. 31; no. 7; pp. 2866 - 2879
Main Authors:	Wen, Keyu, Gu, Xiaodong, Cheng, Qingrong
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.07.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Alignment Automobiles Birds Cross-modal retrieval Data processing Feature extraction graph attention Hierarchies Image retrieval image text matching Learning Modules Representations semantic relation Semantic relations Semantics Sentences Task analysis Visualization Words (language)
ISSN:	1051-8215, 1558-2205
Online Access:	Get full text
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