基于马尔可夫链模型的图像拼接篡改盲取证算法

计算机科学 ›› 2015, Vol. 42 ›› Issue (12): 240-242.

基于马尔可夫链模型的图像拼接篡改盲取证算法

卜江,郑彬,陈海洋

国防科学技术大学人文与社会科学学院长沙410074,国防科学技术大学人文与社会科学学院长沙410074,国防科学技术大学人文与社会科学学院长沙410074

出版日期:2018-11-14 发布日期:2018-11-14
基金资助:
本文受总装装备预先研究项目,国防科技大学校级项目资助

Forensic Method Based on Markov Chain Model for Splicing Images

BU Jiang, ZHENG Bin and CHEN Hai-yang

Online:2018-11-14 Published:2018-11-14

摘要/Abstract

摘要： 利用马尔可夫链对图像DCT变换系数的相关性进行建模,提取模型的状态转移概率矩阵作为特征向量,然后采用支持向量机分类器对自然图像和篡改图像进行分类。实验结果表明,该算法的平均准确率达到了86%,性能优于Ng提出的基于双相干特征的拼接图像检测算法。

关键词: 盲取证,离散余弦变换,马尔可夫链,支持向量机

Abstract: Markov chain is used to model the correlation of discrete cosine transform coefficients,and the state transition probability matrix is extracted as feature vector.Then the support vector machine classifier is used to discriminate natural images and doctored images.Experimental results show that the average accuracy rate can achieve 86%.The detection performance of our method is better than that of the method using bi-coherence features proposed by Ng.

Key words: Blind forensics,Discrete cosine transform,Markov chain,Support vector machine

卜江,郑彬,陈海洋. 基于马尔可夫链模型的图像拼接篡改盲取证算法[J]. 计算机科学, 2015, 42(12): 240-242. https://doi.org/

BU Jiang, ZHENG Bin and CHEN Hai-yang. Forensic Method Based on Markov Chain Model for Splicing Images[J]. Computer Science, 2015, 42(12): 240-242. https://doi.org/

参考文献

[1] Fridrich J,Soukal D,Lukas J.Detection of copy-move forgery in digital images [C]∥Proceedings of Digital Forensic Research Workshop.Cleveland,OH,2003
[2] 吴琼,李国辉,孙韶杰,等.基于小波和奇异值分解的图像复制伪造区域检测 [J].小型微型计算机系统,2008,29(4):730-733 Wu Q,Li G H,Sun S J,et al.Detection of copy forgery regions in the image based on wavelet and singular value decomposition [J].Journal of Chinese Computer Systems,2008,29(4):730-733
[3] Sutcu Y,Coskun B,Sencar H T,et al.Tamper detection based on regularity of wavelet transform coefficients [C]∥Procee-dings of IEEE ICIP.2007
[4] Hsu Y F,Chang S F.Image splicing detection using camera response function consistency and automatic segmentation [C]∥Proceedings of ICME.2007
[5] Popescu A C,Farid H.Exposing digital forgeries in color filter array Interpolated Images [J].IEEE Transactions on Signal Processing,2005,53(10):3948-3959
[6] Ng T T,Chang S F,Sun Q B.Blind detection of photomontage using higher order statistics [C]∥Proceedings of IEEE International Symposium on Circuits and Systems.Vancouver,Canada,2004
[7] 崔霞,童学锋,宣国荣,等.基于双向马尔可夫模型的JPEG图象隐写分析 [J].计算机工程与应用,2007,43(23):32-34 Cui X,Tong X F,Xuan G R,et al.JPEG steganalysis based on bidirectional markov model [J].Computer Engineering and Applications,2007,43(23):32-34
[8] 边肇祺,张学工,等.模式识别(第2版)[M].北京:清华大学出版社,2000 Bian Z Q,Zhang X G,et al.Pattern Recognition(2nd edition)[M].Beijing:Tsinghua University Press,2000
[9] Ng T T,Chang S F.A data set of authentic and spliced image blocks:ADVENT Technical Report:203-2004-3[R].Columbia University,2004
[10] Calphoto.A database of photos of plants,animals,habitats and other natural history subjects.http://calphotos.berkeley.edu/cgi/img_query?query_src=photos_index & where-lifeform=Animal-Mammal
[11] Chang C C,Lin C J.LIBSVM:A Library for Support VectorMachines.http://www.csie.ntu.edu.tw/cjlin/libsvm
[12] Carvalho T J,Riess C,Angelopoulou E,et al.Exposing digital image forgeries by illumination color classification [J].IEEE Transactions on Information Forensics and Security,2013,8(7):1182-1194
[13] 杨健梅,黄添强,江伟坚.基于人脸色温的拼接图像篡改检测 [J].山东大学学报(工学版),2013,43(5):24-30 Yang J M,Huang T Q,Jiang W J.Splicing image tamper detection based on human face color temperature [J].Journal of Shandong University (Engineering Science),2013,43(5):24-30
[14] 王波,孔祥维,尤新刚.利用颜色滤波矩阵估计原图的拼接定位盲取证方法 [J].电子与信息学报,2012,34(1):200-206 Wang B,Kong X W,You X G.A blind forensics method for ima-ge splicing based on original image estimation using color filter array interpolation [J].Journal of Electronics & Information Technology,2012,34(1):200-206

Metrics

Viewed

Full text

Abstract

Cited

Shared

Discussed