COMPRESSIVE SENSING-BASED IMAGE HASHING

被引:33
作者
Kang, Li-Wei [1 ]
Lu, Chun-Shien [1 ]
Hsu, Chao-Yung [1 ]
机构
[1] Acad Sinica, Inst Informat Sci, Taipei, Taiwan
来源
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年
关键词
Authentication; Compressive sensing; Image hashing; Robustness; Security; Visual information fidelity;
D O I
10.1109/ICIP.2009.5413606
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new image hashing scheme satisfying robustness and security is proposed. We exploit the property of dimensionality reduction inherent in compressive sensing/sampling (CS) for image hash design. The gained benefits include (1) the hash size can be kept small and (2) the CS-based hash is computationally secure. We study the use of visual information fidelity (VIF) for hash comparison under Stirmark attacks. We further derive the relationships between the hash of an image and both of its MSE distortion and visual quality measured by VIF, respectively. Hence, based on hash comparisons, both the distortion and visual quality of a query image can be approximately estimated without accessing its original version. We also derive the minimum distortion for manipulating an image to be unauthentic to measure the security of our scheme.
引用
收藏
页码:1285 / 1288
页数:4
相关论文
共 15 条
[1]  
[Anonymous], IEEE SIGNAL PROCESSI
[2]  
CEVHER V, 2008, P EUR C COMP VIS FRA
[3]   Distortion estimation in compressed music using only audio fingerprints [J].
Doets, Peter Jan O. ;
Lagendijk, Reginald L. .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2008, 16 (02) :302-317
[4]   Single-pixel imaging via compressive sampling [J].
Duarte, Marco F. ;
Davenport, Mark A. ;
Takhar, Dharmpal ;
Laska, Jason N. ;
Sun, Ting ;
Kelly, Kevin F. ;
Baraniuk, Richard G. .
IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (02) :83-91
[5]  
Figueiredo MarioA. T., 2007, IEEE Journal on Selected Topics in Signal Processing
[6]  
GAN L, 2008, P EUSIPCO SWITZ
[7]  
KANG LW, 2009, P IEEE ICASSP TAIP T
[8]  
LIN YC, 2009, P PICT COD S US MAY
[9]   Perceptual image hashing via feature points: Performance evaluation and tradeoffs [J].
Monga, Vishal ;
Evans, Brian L. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (11) :3452-3465
[10]  
Petitcolas FAP, 2000, IEEE SIGNAL PROC MAG, V17, P58, DOI 10.1109/79.879339