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EDMH: Efficient discrete matrix factorization hashing for multi-modal similarity retrieval
Hashing has been an emerging topic and has recently attracted widespread attention in
multi-modal similarity search applications. However, most existing approaches rely on …
multi-modal similarity search applications. However, most existing approaches rely on …
Supervised hierarchical online hashing for cross-modal retrieval
Online cross-modal hashing has gained attention for its adaptability in processing streaming
data. However, existing methods only define the hard similarity between data using labels …
data. However, existing methods only define the hard similarity between data using labels …
Similarity transitivity broken-aware multi-modal hashing
Due to the low storage cost and fast retrieval speed, multi-modal hashing, which maps the
instances with different modal data-views into hash codes, has earned increasing research …
instances with different modal data-views into hash codes, has earned increasing research …
Self-distillation dual-memory online hashing with hash centers for streaming data retrieval
With the continuous generation of massive amounts of multimedia data nowadays, hashing
has demonstrated significant potentials for large-scale search. To handle the emerging …
has demonstrated significant potentials for large-scale search. To handle the emerging …
Online semantic embedding correlation for discrete cross-media hashing
F Yang, H Hu, F Ma, X Ding, Q Zhang, X Liu - Expert Systems with …, 2025 - Elsevier
The rapid expansion of multimedia data has generated an urgent need for efficient retrieval
methods. While batch-based cross-modal hashing has advanced precision in retrieval, it …
methods. While batch-based cross-modal hashing has advanced precision in retrieval, it …
Weakly-supervised online hashing with refined pseudo tags
With the rapid development of social media, various types of tags uploaded by social users
are attached to the images. Compared to clean labels marked by experts, although user …
are attached to the images. Compared to clean labels marked by experts, although user …
Incomplete Multi-modal Weakly-Supervised Hashing with Consensus Bipartite Graph
X Lu, L Zhang, L Liu, H Zhang - IEEE Transactions on Circuits …, 2025 - ieeexplore.ieee.org
Due to its excellent query and storage efficiency to facilitate large-scale multimedia retrieval,
multi-modal hashing (MMH) has garnered a lot of attention from researchers. Nevertheless …
multi-modal hashing (MMH) has garnered a lot of attention from researchers. Nevertheless …
Label Distribution Guided Hashing for Cross-Modal Retrieval
Hashing methods have recently attracted extensive attention in cross-modal retrieval. Most
supervised hashing methods attempt to preserve the semantic information into hash codes …
supervised hashing methods attempt to preserve the semantic information into hash codes …
Supervised online multi-modal discrete hashing
Y Liu, Q Fu, S Ji, X Fang - Signal Processing, 2025 - Elsevier
Multi-modal hashing has been proposed due to its flexibility and effectiveness in multimedia
retrieval tasks. Nevertheless, the majority of multi-modal hashing methods now in use …
retrieval tasks. Nevertheless, the majority of multi-modal hashing methods now in use …
High-level Codes and Fine-grained Weights for Online Multi-modal Hashing Retrieval
In the real world, multi-modal data often appears in a streaming fashion, and there is a
growing demand for similarity retrieval from such non-stationary data, especially at a large …
growing demand for similarity retrieval from such non-stationary data, especially at a large …