期刊文献+

一种基于DCT系数直方图差异的JPEG图像篡改检测 被引量:12

Detection Method for JPEG Image Based on the Difference of DCT Coefficient Histograms
下载PDF
导出
摘要 JPEG图像是人们日常接触最广泛的图像格式,因此对此类图像的篡改检测有着更加重要的意义。以JPEG图像篡改压缩后篡改区域相当于一次压缩为理论基础,研究了一次压缩和双JPEG压缩的基本原理,分析了质量因子Q1、Q2之间的大小关系对双压后图像DCT系数直方图统计特性所引起的变化,并分2种情况对图像进行分块求其DCT系数直方图,根据不同的方法判定图像块经过了一次还是二次压缩,从而在此基础上提出了一种基于DCT系数直方图的JPEG图像篡改检测算法。实验表明,该算法不仅运算复杂度低,而且对篡改区域有很好的检测和定位效果。 JEPG format of images is the most widely used image format in people' s daily life, so the tamper detection on this kind of image has a more important significance. Under the theoretical basis that the tampered area in the compressed JPEG image is equivalent to one compression, the basic principles of one and double compressed JEPG image were researched. The influence of the size of rela- tlonship between quality factors Qt and Q2 on the histogram of DCT coefficients of the double compressed image was analyzed, and two cases were carried out to find its histogram by the image block DCT coefficients. Then different methods were used to determine whether the image block was compressed once or twice. Finally, image tamper detection algorithm for JPEG image based on DCT coefficients histogram was proposed. Experiments showed that the algorithm is not only low computational complexity, but also has a good detection and location results.
出处 《四川大学学报(工程科学版)》 EI CAS CSCD 北大核心 2014年第1期41-46,共6页 Journal of Sichuan University (Engineering Science Edition)
基金 陕西省自然基金资助项目(2012JM8014) 国家自然科学基金资助项目(61379152)
关键词 图像取证 JPEG压缩 直方图 image forensics JPEG compressed histogram
  • 相关文献

参考文献9

  • 1He J F,Lin Z C,Wang L F. Detecting doctored JPEG images via DCT coefficient analysis[A].Heidelberg:Springer,2006.423-435.
  • 2Lukas J,Fridrich J. Estimation of primary quantization matrix in double compressed JPEG images[A].Cleveland,OH,USA,2003.67-84.
  • 3Ye Shuiming,Sun Qibin,Chang Eechien. Detecting digital image forgeries by measuring inconsistencies of blocking artifact[A].Beijing,China,IEEE,2007.12-15.
  • 4李晟,张新鹏.利用JPEG压缩特性的合成图像检测[J].应用科学学报,2008,26(3):281-287. 被引量:19
  • 5Farid H. Exposing digital forgeries from JPEG ghosts[J].IEEE Transactions on Information Forensics and Security,2009,(01):154-160.
  • 6Li Weihai,Yu Nenghai,Yuan Yuan. Doctored JPEG image detection[A].Hannover,Germany,IEEE,2008.253-256.
  • 7戴蒙,林家骏,毛家发.JPEG二次压缩的分析与检测[J].中国图象图形学报,2006,11(11):1619-1622. 被引量:6
  • 8王俊文,刘光杰,戴跃伟,周琳娜,郭云彪.一种估计JPEG双重压缩原始量化步长的新方法[J].电子与信息学报,2009,31(4):836-839. 被引量:10
  • 9Popescu A C,Farid H. Statistical tools for digital forensics[A].Toronto,Canada,2004.128-147.

二级参考文献22

  • 1Sencar H T and Memon Nasir. Overview of state-of-art in digital image forensics. Part of Indian Statistical Institute Platinum Jubilee Monograph series titled ‘Statistical Science and Interdisciplinary Research,' World Scientific Press, 2008.
  • 2Luo Weiqi, Qu Zhenhua, Pan Feng, and Huang Jiwu. A survey of passive technology for digital image forensics. Front. Comute. Sci. China, 2007, 1(2): 166-179.
  • 3Fan Z and de Queiroz R L. Identification of bitmap compression history: JPEG detection and quantizer estimation. IEEE Trans. on Image Processing, 2003, 12(2): 230-235.
  • 4Fridrich J, Goljan M, and Du R. Steganalysis based on JPEG compatibility. Special session on Theoretical and Practical Issues in Digital Watermarking and Data Hiding, Multimedia Systems and Applications IV, Denver, Co, USA, August 19-24. 2001: 275-280.
  • 5Fridrich J, Goljan M, and Hogea D. Attacking the outguess. Proc. Multimedia and Security, Workshop at ACM Multimedia, Juan-les-Pins, France, December 6, 2002: 3-6.
  • 6Fridrich J, Goljan M, and Hogea D. Steganalysis of JPEG images: Breaking the F5 algorithm. Proc. 5th International Workshop on Information Hiding, Noordwijkerhout, The Nederlands, October 7-9, 2002: 310-323.
  • 7Lukas J and Fridrich J. Estimation of primary quantization matrix in double compressed JPEG images. Proc. Of DFRWS, Cleveland, OH, USA, August 6-8, 2003: 67-84.
  • 8Popescu A and Farid H. Statistical tools for digital forensics. 6th International Workshop on Information Hiding, Toronto, Canada, May, 2004: 128-147.
  • 9He J, Lin Z, Wang L, and Tang X. Detecting doctored JPEG images via DCT coefficient analysis. Proc. of ECCV, Berlin, 2006: 423-435.
  • 10Fridrich J, Goljan M, Hogea D, et al. Quantitative steganalysis of digital images: Estimating the secret message length [ J ]. ACM Multimedia Systems Journal (Special issue on Multimedia Security),2003, 9(3) : 288 - 302.

共引文献30

同被引文献91

引证文献12

二级引证文献31

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部