Deep semantic-alignment hashing for unsupervised cross-modal retrieval

D Yang, D Wu, W Zhang, H Zhang, B Li… - Proceedings of the 2020 …, 2020 - dl.acm.org
Deep hashing methods have achieved tremendous success in cross-modal retrieval, due to
its low storage consumption and fast retrieval speed. In real cross-modal retrieval …

Deep unsupervised hybrid-similarity hadamard hashing

W Zhang, D Wu, Y Zhou, B Li, W Wang… - Proceedings of the 28th …, 2020 - dl.acm.org
Hashing has become increasingly important for large-scale image retrieval. Recently, deep
supervised hashing has shown promising performance, yet little work has been done under …

Binary neural network hashing for image retrieval

W Zhang, D Wu, Y Zhou, B Li, W Wang… - Proceedings of the 44th …, 2021 - dl.acm.org
Hashing has become increasingly important for large-scale image retrieval, of which the low
storage cost and fast searching are two key properties. However, existing methods adopt …

Asymmetric deep hashing for efficient hash code compression

S Zhao, D Wu, W Zhang, Y Zhou, B Li… - Proceedings of the 28th …, 2020 - dl.acm.org
Benefiting from recent advances in deep learning, deep hashing methods have achieved
promising performance in large-scale image retrieval. To improve storage and …

Pairwise-Label-Based Deep Incremental Hashing with Simultaneous Code Expansion

D Wu, Q Su, B Li, W Wang - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
Deep incremental hashing has become a subject of considerable interest due to its
capability to learn hash codes in an incremental manner, eliminating the need to generate …

Efficient hash code expansion by recycling old bits

D Wu, Q Su, B Li, W Wang - Proceedings of the 30th ACM International …, 2022 - dl.acm.org
Deep hashing methods have been intensively studied and successfully applied in large-
scale multimedia retrieval. In real-world scenarios, code length can not be set once for all if …

Multi-feature graph attention network for cross-modal video-text retrieval

X Hao, Y Zhou, D Wu, W Zhang, B Li… - Proceedings of the 2021 …, 2021 - dl.acm.org
Cross-modal retrieval between videos and texts has attracted growing attention due to the
rapid growth of user-generated videos on the web. To solve this problem, most approaches …

CCAH: A CLIP‐Based Cycle Alignment Hashing Method for Unsupervised Vision‐Text Retrieval

M Li, L Ma, Y Li, M Ge - International Journal of Intelligent …, 2023 - Wiley Online Library
Due to the advantages of low storage cost and fast retrieval efficiency, deep hashing
methods are widely used in cross‐modal retrieval. Images are usually accompanied by …

Deep discrete attention guided hashing for face image retrieval

Z Xiong, D Wu, W Gu, H Zhang, B Li… - Proceedings of the 2020 …, 2020 - dl.acm.org
Recently, face image hashing has been proposed in large-scale face image retrieval due to
its storage and computational efficiency. However, owing to the large intra-identity variation …

Multiple exemplars learning for fast image retrieval

T Yu, P Li - Proceedings of the 30th ACM International Conference …, 2021 - dl.acm.org
The past decade, we have witnessed rapid progress in compact representation learning for
fast image retrieval. In the unsupervised scenario, product quantization (PQ) is one of the …