Robust Video Hashing with Non-negative Tensor Factorization for Copy Detection

被引:0
作者
Yu, Mengzhu [1 ]
Tang, Zhenjun [1 ]
Zhuang, Huijiang [1 ]
Liang, Xiaoping [2 ]
Li, Zhixin [1 ]
Zhang, Xianquan [1 ]
机构
[1] Guangxi Normal Univ, Minist Educ, Key Lab Educ Blockchain & Intelligent Technol, Guilin, Peoples R China
[2] Guangxi Normal Univ, Guangxi Key Lab MultiSource Informat Min & Secur, Guilin, Peoples R China
来源
PROCEEDINGS OF THE 4TH ANNUAL ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, ICMR 2024 | 2024年
基金
中国国家自然科学基金;
关键词
Video Hashing; Color Entropy; Non-negative Tensor Factorization; MobileNetV2; Copy Detection;
D O I
10.1145/3652583.3657609
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Copy detection is a key task of video copyright protection. This paper presents a robust video hashing with non-negative tensor factorization (NTF) for copy detection. In the presented video hashing scheme, secondary frames are computed from the preprocessed video by assigning weights to all frames within a video group based on color entropy. Next, the secondary frames are fed into the pre-trained MobileNetV2 and then NTF is exploited to compress the three-order tensor constructed by stacking the output feature maps for hash construction. Experiments conducted on publicly available video datasets indicate that the presented hashing scheme outperforms the evaluated hashing schemes in the performances of classification and copy detection.
引用
收藏
页码:1094 / 1098
页数:5
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