A novel image hashing scheme with perceptual robustness using block truncation coding

被引:82
作者
Qin, Chuan [1 ,2 ]
Chen, Xueqin [1 ,2 ]
Ye, Dengpan [3 ]
Wang, Jinwei [4 ]
Sun, Xingming [4 ]
机构
[1] Univ Shanghai Sci & Technol, Shanghai Key Lab Modern Opt Syst, Minist Educ, Shanghai 200093, Peoples R China
[2] Univ Shanghai Sci & Technol, Engn Res Ctr Opt Instrument & Syst, Minist Educ, Shanghai 200093, Peoples R China
[3] Wuhan Univ, Sch Comp, Wuhan 430072, Hubei, Peoples R China
[4] Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China
基金
上海市自然科学基金; 中国国家自然科学基金;
关键词
Image hashing; Block truncation coding; Local binary pattern; Principal component analysis;
D O I
10.1016/j.ins.2016.04.036
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a novel perceptual image hashing scheme based on block truncation coding (BTC). In the proposed scheme, the pre-processing is first applied on original image through bilinear interpolation, Gaussian low-pass filtering, and singular value decomposition (SVD) to construct a secondary image for regularization. Then, BTC is conducted on the secondary image to extract perceptual image features, and the low and high reconstruction levels and the feature matrix of corresponding binary map after the computation of center-symmetrical local binary pattern (CSLBP) are compressed with quantization and data dimensionality reduction of PCA to produce the final compact binary hash. Experimental results demonstrate that the proposed scheme has the satisfactory performances of robustness, anti-collision, and security. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:84 / 99
页数:16
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