Deep discrete cross-modal hashing with multiple supervision

E Yu, J Ma, J Sun, X Chang, H Zhang, AG Hauptmann - Neurocomputing, 2022 - Elsevier
Deep hashing has been widely used for large-scale cross-modal retrieval benefited from the
low storage cost and fast search speed. However, most existing deep supervised methods …

Multi-label semantics preserving based deep cross-modal hashing

X Zou, X Wang, EM Bakker, S Wu - Signal Processing: Image …, 2021 - Elsevier
Due to the storage and retrieval efficiency of hashing, as well as the highly discriminative
feature extraction by deep neural networks, deep cross-modal hashing retrieval has been …

JND-guided perceptually color image watermarking in spatial domain

W Wan, K Zhou, K Zhang, Y Zhan, J Li - IEEE Access, 2020 - ieeexplore.ieee.org
Watermarking is an effective solution for copyright protection and forensics tracking via
hiding information into the image signal. Recently, spatial-embedding watermarking …

Non-Co-Occurrence Enhanced Multi-Label Cross-Modal Hashing Retrieval Based on Graph Convolutional Network

M Li, J Fan, Z Lin - IEEE Access, 2023 - ieeexplore.ieee.org
Supervised cross-modal retrieval has significant advantages in retrieval efficiency and
storage cost. In the field of hashing retrieval, existing supervised methods are divided into …

Semantic-consistent cross-modal hashing for large-scale image retrieval

X Gu, G Dong, X Zhang, L Lan, Z Luo - Neurocomputing, 2021 - Elsevier
With an emphasis on saving storage and computation costs, hashing learning has got
considerable success in cross-modal image retrieval. Most pioneer efforts in this direction …

Cross-modal retrieval based on multi-dimensional feature fusion hashing

D Ren, W Xu - Frontiers in Physics, 2024 - frontiersin.org
Along with the continuous breakthrough and popularization of information network
technology, multi-modal data, including texts, images, videos, and audio, is growing rapidly …

[HTML][HTML] Security, governance, and challenges of the new generation of cyber-physical-social systems

Y Huang, X Lu - Frontiers in Physics, 2024 - frontiersin.org
In recent years, the transformation of devices and systems into intelligent, interconnected
entities has given rise to the concepts widely recognized as the Internet of Things (IoT) and …

Effective and efficient indexing in cross-modal hashing-based datasets

CY Chiu, S Markchit - Signal Processing: Image Communication, 2020 - Elsevier
To overcome the barrier of storage and computation, the hashing technique has been widely
used for nearest neighbor search in multimedia retrieval applications recently. Particularly …

Deep cross-modal hashing retrieval based on semantics preserving and vision transformer

J Hong, H Liu - Proceedings of the 2022 6th International Conference …, 2022 - dl.acm.org
In response to the problem of similarity measure differences in different similarity coefficients
that occur in cross-modal multi-label retrieval, this article uses an interval parameter to …

Cross-media retrieval based on linear discriminant analysis

Y Qi, H Zhang, B Zhang, L Wang, S Zheng - Multimedia Tools and …, 2019 - Springer
Existing cross-media retrieval approaches usually project low-level features from different
modalities of data into a common subspace, in which the similarity of multi-modal data can …