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Multi-modal hashing for efficient multimedia retrieval: A survey
L Zhu, C Zheng, W Guan, J Li, Y Yang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the explosive growth of multimedia contents, multimedia retrieval is facing
unprecedented challenges on both storage cost and retrieval speed. Hashing technique can …
unprecedented challenges on both storage cost and retrieval speed. Hashing technique can …
Aggregation-based graph convolutional hashing for unsupervised cross-modal retrieval
Cross-modal hashing has sparked much attention in large-scale information retrieval for its
storage and query efficiency. Despite the great success achieved by supervised …
storage and query efficiency. Despite the great success achieved by supervised …
Deep collaborative multi-view hashing for large-scale image search
Hashing could significantly accelerate large-scale image search by transforming the high-
dimensional features into binary Hamming space, where efficient similarity search can be …
dimensional features into binary Hamming space, where efficient similarity search can be …
Cross-modal retrieval: A review of methodologies, datasets, and future perspectives
With the rapid development of science and technology, all types of mixed media contain
large amounts of data. Traditional single multimedia data can no longer satisfy daily …
large amounts of data. Traditional single multimedia data can no longer satisfy daily …
Discrete online cross-modal hashing
With the prevalence of multimedia content on the Web which usually continuously comes in
a stream fashion, online cross-modal hashing methods have attracted extensive interest in …
a stream fashion, online cross-modal hashing methods have attracted extensive interest in …
SCRATCH: A scalable discrete matrix factorization hashing framework for cross-modal retrieval
In this paper, we present a novel supervised cross-modal hashing framework, namely
Scalable disCRete mATrix faCtorization Hashing (SCRATCH). First, it utilizes collective …
Scalable disCRete mATrix faCtorization Hashing (SCRATCH). First, it utilizes collective …
High-order nonlocal hashing for unsupervised cross-modal retrieval
In light of the ability to enable efficient storage and fast query for big data, hashing
techniques for cross-modal search have aroused extensive attention. Despite the great …
techniques for cross-modal search have aroused extensive attention. Despite the great …
Deep multiscale fusion hashing for cross-modal retrieval
Owing to the rapid development of deep learning and the high efficiency of hashing, hashing
methods based on deep learning models have been extensively adopted in the area of …
methods based on deep learning models have been extensively adopted in the area of …
Asymmetric supervised consistent and specific hashing for cross-modal retrieval
Hashing-based techniques have provided attractive solutions to cross-modal similarity
search when addressing vast quantities of multimedia data. However, existing cross-modal …
search when addressing vast quantities of multimedia data. However, existing cross-modal …
Teacher-student learning: Efficient hierarchical message aggregation hashing for cross-modal retrieval
W Tan, L Zhu, J Li, H Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Inspired by the powerful representation capability of deep neural networks, deep cross-
modal hashing methods have recently drawn much attention and various deep cross-modal …
modal hashing methods have recently drawn much attention and various deep cross-modal …