EDMH: Efficient discrete matrix factorization hashing for multi-modal similarity retrieval

F Yang, X Ding, F Ma, D Tong, J Cao - Information Processing & …, 2023 - Elsevier
Hashing has been an emerging topic and has recently attracted widespread attention in
multi-modal similarity search applications. However, most existing approaches rely on …

Supervised hierarchical online hashing for cross-modal retrieval

K Han, Y Liu, R Wei, K Zhou, J Xu, K Long - ACM Transactions on …, 2024 - dl.acm.org
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 …

Similarity transitivity broken-aware multi-modal hashing

RC Tu, XL Mao, J Liu, W Wei… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
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 …

Self-distillation dual-memory online hashing with hash centers for streaming data retrieval

CY Zhang, X Luo, YW Zhan, PF Zhang… - Proceedings of the 31st …, 2023 - dl.acm.org
With the continuous generation of massive amounts of multimedia data nowadays, hashing
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 …

Weakly-supervised online hashing with refined pseudo tags

CL Ding, X Luo, XM Wu, YW Zhan, R Li… - Proceedings of the 31st …, 2022 - dl.acm.org
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 …

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 …

Label Distribution Guided Hashing for Cross-Modal Retrieval

F Lei, C Zhang, H Li, Y Gao, C Chen - ACM Transactions on Knowledge …, 2024 - dl.acm.org
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 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 …

High-level Codes and Fine-grained Weights for Online Multi-modal Hashing Retrieval

YW Zhan, XM Wu, X Luo, Y Wei, XS Xu - arxiv preprint arxiv:2406.10776, 2024 - arxiv.org
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 …