Robust Video Hashing Based on Multidimensional Scaling and Ordinal Measures
Author(s) -
Zhenjun Tang,
Shaopeng Zhang,
Zhenhai Chen,
Xianquan Zhang
Publication year - 2021
Publication title -
security and communication networks
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.446
H-Index - 43
eISSN - 1939-0114
pISSN - 1939-0122
DOI - 10.1155/2021/9930673
Subject(s) - computer science , hash function , robustness (evolution) , universal hashing , feature hashing , dynamic perfect hashing , locality sensitive hashing , artificial intelligence , multidimensional scaling , wavelet , multimedia , hash table , double hashing , machine learning , computer security , biochemistry , chemistry , gene
Multimedia hashing is a useful technology of multimedia management, e.g., multimedia search and multimedia security. (is paper proposes a robust multimedia hashing for processing videos. (e proposed video hashing constructs a high-dimensional matrix via gradient features in the discrete wavelet transform (DWT) domain of preprocessed video, learns low-dimensional features from high-dimensional matrix via multidimensional scaling, and calculates video hash by ordinal measures of the learned low-dimensional features. Extensive experiments on 8300 videos are performed to examine the proposed video hashing. Performance comparisons reveal that the proposed scheme is better than several state-of-the-art schemes in balancing the performances of robustness and discrimination.
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