Dual-Level Representation Enhancement on Characteristic and Context for Image-Text Retrieval

• Published in: IEEE transactions on circuits and systems for video technology Vol. 32; no. 11; pp. 8037 - 8050
• Main Authors: Yang, Song, Li, Qiang, Li, Wenhui, Li, Xuanya, Liu, An-An
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.11.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Adaptive filters; Correlation; Data mining; Dual-level feature enhancement; Feature extraction; Filtration; Image enhancement; image-text retrieval; Learning systems; Matching; Modules; multi-block matching; Multimedia; Representations; Retrieval; Semantics; Task analysis; Visualization

Image-text retrieval is a fundamental and vital task in multi-media retrieval and has received growing attention since it connects heterogeneous data. Previous methods that perform well on image-text retrieval mainly focus on the interaction between image regions and text words. But these approaches...