Hierarchical consensus hashing for cross-modal retrieval

Y Sun, Z Ren, P Hu, D Peng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cross-modal hashing (CMH) has gained much attention due to its effectiveness and
efficiency in facilitating efficient retrieval between different modalities. Whereas, most …

Graph-collaborated auto-encoder hashing for multiview binary clustering

H Wang, M Yao, G Jiang, Z Mi… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Unsupervised hashing methods have attracted widespread attention with the explosive
growth of large-scale data, which can greatly reduce storage and computation by learning …

Hierarchical hashing learning for image set classification

Y Sun, X Wang, D Peng, Z Ren… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the development of video network, image set classification (ISC) has received a lot of
attention and can be used for various practical applications, such as video based …

Weakly-supervised enhanced semantic-aware hashing for cross-modal retrieval

C Zhang, H Li, Y Gao, C Chen - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Owing to its query and storage efficiency, hash learning has sparked much interest for Cross-
Modal Retrieval (CMR) task. Previous literatures have proved the superiority of supervised …

A high-dimensional sparse hashing framework for cross-modal retrieval

Y Wang, ZD Chen, X Luo, XS Xu - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In recent years, many achievements have been made in improving the performance of
supervised cross-modal hashing. However, it remains an open issue on how to fully explore …

Unsupervised cross-modal hashing via semantic text mining

RC Tu, XL Mao, Q Lin, W Ji, W Qin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cross-modal hashing has been widely used in multimedia retrieval tasks due to its fast
retrieval speed and low storage cost. Recently, many deep unsupervised cross-modal …

Adaptive marginalized semantic hashing for unpaired cross-modal retrieval

K Luo, C Zhang, H Li, X Jia… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, Cross-Modal Hashing (CMH) has attracted much attention due to its fast
query speed and efficient storage. Previous studies have achieved promising results for …

OMGH: Online manifold-guided hashing for flexible cross-modal retrieval

X Liu, J Yi, Y Cheung, X Xu, Z Cui - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Cross-modal hashing hasrecently gained an increasing attention for its efficiency and fast
retrieval speed in indexing the multimedia data across different modalities. Nevertheless, the …

Joint semantic preserving sparse hashing for cross-modal retrieval

Z Hu, Y Cheung, M Li, W Lan… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Supervised cross-modal hashing has received wide attention in recent years. However,
existing methods primarily rely on sample-wise semantic relationships to evaluate the …

Multiple instance relation graph reasoning for cross-modal hash retrieval

C Hou, Z Li, Z Tang, X **e, H Ma - Knowledge-Based Systems, 2022 - Elsevier
The similarity calculation is too simple in most cross-modal hash retrieval methods, which do
not consider the impact of the relations between instances. To solve this problem, this paper …