UCMH: Unpaired cross-modal hashing with matrix factorization
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DOI: 10.1016/j.neucom.2020.08.029
Abstract: Abstract In recent years, hashing based cross-modal retrieval methods have attracted considerable attention, due to the significant reduction in computational cost and storage consumption. Most previous cross-modal hashing methods usually assume that data examples in… read more here.
Keywords: cross modal; cross; unpaired cross; modal hashing ... See more keywords
Efficient Parameter-Free Adaptive Multi-Modal Hashing
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DOI: 10.1109/lsp.2020.3008335
Abstract: Unsupervised multi-modal hashing has recently attracted broad attention in research area of large-scale multimedia retrieval for its low storage cost, high retrieval speed, and independence on semantic labels. However, the model learning process of existing… read more here.
Keywords: multi modal; modal hashing; efficient parameter; parameter free ... See more keywords
SCH-GAN: Semi-Supervised Cross-Modal Hashing by Generative Adversarial Network
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DOI: 10.1109/tcyb.2018.2868826
Abstract: Cross-modal hashing maps heterogeneous multimedia data into a common Hamming space to realize fast and flexible cross-modal retrieval. Supervised cross-modal hashing methods have achieved considerable progress by incorporating semantic side information. However, they heavily rely… read more here.
Keywords: supervised cross; cross modal; modal hashing; cross ... See more keywords
Multi-Manifold Deep Discriminative Cross-Modal Hashing for Medical Image Retrieval
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3171081
Abstract: Benefitting from the low storage cost and high retrieval efficiency, hash learning has become a widely used retrieval technology to approximate nearest neighbors. Within it, the cross-modal medical hashing has attracted an increasing attention in… read more here.
Keywords: cross modal; retrieval; modal hashing; multi manifold ... See more keywords
BATCH: A Scalable Asymmetric Discrete Cross-Modal Hashing
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2020.2974825
Abstract: Supervised cross-modal hashing has attracted much attention. However, there are still some challenges, e.g., how to effectively embed the label information into binary codes, how to avoid using a large similarity matrix and make a… read more here.
Keywords: binary codes; cross modal; cross; modal hashing ... See more keywords
Deep Cross-Modal Hashing With Hashing Functions and Unified Hash Codes Jointly Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2020.2987312
Abstract: Due to their high retrieval efficiency and low storage cost, cross-modal hashing methods have attracted considerable attention. Generally, compared with shallow cross-modal hashing methods, deep cross-modal hashing methods can achieve a more satisfactory performance by… read more here.
Keywords: hash codes; cross modal; modal hashing; unified hash ... See more keywords
Enhanced Discrete Multi-Modal Hashing: More Constraints Yet Less Time to Learn
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2020.2995195
Abstract: Due to the exponential growth of multimedia data, multi-modal hashing as a promising technique to make cross-view retrieval scalable is attracting more and more attention. However, most of the existing multi-modal hashing methods either divide… read more here.
Keywords: modal hashing; multi modal; enhanced discrete; discrete multi ... See more keywords
Modality-Invariant Asymmetric Networks for Cross-Modal Hashing
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2022.3144352
Abstract: Cross-modal hashing has garnered considerable attention and gained great success in many cross-media similarity search applications due to its prominent computational efficiency and low storage overhead. However, it still remains challenging how to effectively take… read more here.
Keywords: modality invariant; cross modal; asymmetric networks; invariant asymmetric ... See more keywords
Semi-Supervised Knowledge Distillation for Cross-Modal Hashing
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2021.3129623
Abstract: Deep hashing methods have achieved tremendous success in cross-modal retrieval, due to its low storage consumption and fast retrieval speed. Supervised cross-modal hashing methods have achieved substantial advancement by incorporating semantic information. However, to a… read more here.
Keywords: cross modal; semi supervised; knowledge; cross ... See more keywords