Passive detection of image forgery using DCT and local binary pattern

被引:80
作者
Alahmadi, Amani [1 ]
Hussain, Muhammad [1 ]
Aboalsamh, Hatim [1 ]
Muhammad, Ghulam [1 ]
Bebis, George [2 ]
Mathkour, Hassan [1 ]
机构
[1] King Saud Univ, Coll Comp & Informat Sci, Riyadh, Saudi Arabia
[2] Univ Nevada, Dept Comp Sci & Engn, Reno, NV 89557 USA
关键词
Copy-move forgery; Image splicing; Forgery detection; Image forensics; LBP; DCT; SVM;
D O I
10.1007/s11760-016-0899-0
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the development of easy-to-use and sophisticated image editing software, the alteration of the contents of digital images has become very easy to do and hard to detect. A digital image is a very rich source of information and can capture any event perfectly, but because of this reason, its authenticity is questionable. In this paper, a novel passive image forgery detection method is proposed based on local binary pattern (LBP) and discrete cosine transform (DCT) to detect copy-move and splicing forgeries. First, from the chrominance component of the input image, discriminative localized features are extracted by applying 2D DCT in LBP space. Then, support vector machine is used for detection. Experiments carried out on three image forgery benchmark datasets demonstrate the superiority of the method over recent methods in terms of detection accuracy.
引用
收藏
页码:81 / 88
页数:8
相关论文
共 27 条
[1]  
Alahmadi A.A., 2013, IEEE GLOB C SIGN INF
[2]  
[Anonymous], GLOBAL J COMPUTER SC
[3]  
CASIA, IM TAMP DET EV DAT
[4]  
CORTES C, 1995, MACH LEARN, V20, P273, DOI 10.1023/A:1022627411411
[5]  
Dong J, 2009, LECT NOTES COMPUT SC, V5450, P76, DOI 10.1007/978-3-642-04438-0_7
[6]   Image Forgery Detection A survey [J].
Farid, Hany .
IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (02) :16-25
[7]   Digital image splicing detection based on Markov features in DCT and DWT domain [J].
He, Zhongwei ;
Lu, Wei ;
Sun, Wei ;
Huang, Jiwu .
PATTERN RECOGNITION, 2012, 45 (12) :4292-4299
[8]  
Hsu C. W., 2010, Technical Report
[9]   Local Binary Patterns and Its Application to Facial Image Analysis: A Survey [J].
Huang, Di ;
Shan, Caifeng ;
Ardabilian, Mohsen ;
Wang, Yunhong ;
Chen, Liming .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2011, 41 (06) :765-781
[10]  
Hussain Muhammad, 2013, IEEE EUROCON 2013, P1570, DOI 10.1109/EUROCON.2013.6625186