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- tutorialFebruary 2023
A Survey on Deep Hashing Methods
ACM Transactions on Knowledge Discovery from Data (TKDD), Volume 17, Issue 1Article No.: 15, Pages 1–50https://doi.org/10.1145/3532624Nearest neighbor search aims at obtaining the samples in the database with the smallest distances from them to the queries, which is a basic task in a range of fields, including computer vision and data mining. Hashing is one of the most widely used ...
- research-articleJanuary 2022
Deep Adaptive Attention Triple Hashing
MMAsia '21: Proceedings of the 3rd ACM International Conference on Multimedia in AsiaArticle No.: 78, Pages 1–5https://doi.org/10.1145/3469877.3495646Recent studies have verified that learning compact hash codes can facilitate big data retrieval processing. In particular, learning the deep hash function can greatly improve the retrieval performance. However, the existing deep supervised hashing ...
- research-articleJune 2020
Rank-embedded Hashing for Large-scale Image Retrieval
ICMR '20: Proceedings of the 2020 International Conference on Multimedia RetrievalPages 563–570https://doi.org/10.1145/3372278.3390716With the growth of images on the Internet, plenty of hashing methods are developed to handle the large-scale image retrieval task. Hashing methods map data from high dimension to compact codes, so that they can effectively cope with complicated image ...
