Unsupervised Cross-modal Hashing with Modality-interaction

• Published in: IEEE transactions on circuits and systems for video technology Vol. 33; no. 9; p. 1
• Main Authors: Tu, Rong-Cheng, Jiang, Jie, Lin, Qinghong, Cai, Chengfei, Tian, Shangxuan, Wang, Hongfa, Liu, Wei
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.09.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Binary codes; Bit-selection; Cross-modal Retrieval; Generators; Hash functions; Hashing; Modal data; Modality-interaction; Networks; Quantization (signal); Retrieval; Semantics; Similarity; Task analysis; Training

Recently, numerous unsupervised cross-modal hashing methods have been proposed to deal the image-text retrieval tasks for the unlabeled cross-modal data. However, when these methods learn to generate hash codes, almost all of them lack modality-interaction in the following two aspects: (1) The insta...