Bits uncorrelation
WebIn addition, the proposed method supports a large family of empirical loss functions, which is particularly instantiated in this paper by both a supervised and an unsupervised hashing losses, together with the bits uncorrelation and balance constraints. WebSep 22, 2016 · Europe PMC is an archive of life sciences journal literature.
Bits uncorrelation
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WebComputer Science Faculty and Staff Computer Science Virginia Tech WebThe properties of the binary code, a.k.a bit balance and bit uncorrelation, have been proved to be very significant [21]. Bit balance means that each bit has the same chance …
WebOne main challenge of learning to hash arises from the involvement of discrete variables in binary code optimization. While the widely used continuous relaxation may achieve high … WebJul 1, 2024 · Building on deep representation learning, deep supervised hashing has achieved promising performance in tasks like similarity retrieval. However, conventional code balance constraints (i.e., bit balance and bit uncorrelation) imposed on avoiding overfitting and improving hash code quality are unsuitable for deep supervised hashing …
WebOct 7, 2024 · The properties of the binary code, a.k.a bit balance and bit uncorrelation, have been proved to be very significant . Bit balance means that each bit has the same … WebMay 1, 2012 · A strong correlation in the sub-messages would make it much easier to reconstruct the original message. Therefore, an efficient bit-uncorrelation scheme is …
WebMay 1, 2012 · Correlations exist between bits in most text and numeric messages. These correlations can make it easier for enemy nodes to interpret the content of the sub …
WebApr 20, 2024 · Theoretical analyses reveal that the proposed constraints form a general deep hashing framework for both bit balance and bit uncorrelation and maximizing the mutual information between data... layout tastiera ukWebSep 17, 2012 · In this scenario, the performance of BITS is slower than expected. For example, assume that the overall network bandwidth is 244 KB per second. Additionally, … autoclean jarvilleWebbit balance and bit uncorrelation, imposed on whole data pop-ulation [Weiss et al., 2008], are unsuitable for DSH methods due to three key issues: 1) nding the zero-mean … layout loja virtualWebApr 24, 2024 · In this study, we propose a boosting strategy to obtain superior hash bits based on the uncorrelation and balance constrains during hash learning. The study in … layout toko kueWebSep 1, 2024 · Furthermore, to guarantee direct semantic transfer and avoid information loss, we explicitly impose the discrete constraint, bit-uncorrelation constraint, and bit-balance constraint on hash codes. layout tesi polimiWebFeb 14, 2024 · Furthermore, to guarantee direct semantic transfer and avoid information loss, we explicitly impose the discrete constraint, bit-uncorrelation constraint, and bit … layout lebenslauf kostenlosWebNov 3, 2024 · Furthermore, double supervision, bit uncorrelation and balance constraint, asymmetric strategy and discrete optimization are seamlessly integrated in the proposed method for learning binary embedding. layrisson