具有几何不变性的图像复制-粘贴盲鉴别算法

doi:10.3969/j.issn.0372-2112.2016.11.005

电子学报 ›› 2016, Vol. 44 ›› Issue (11): 2592-2599.DOI: 10.3969/j.issn.0372-2112.2016.11.005

具有几何不变性的图像复制-粘贴盲鉴别算法

吕颖达^1,2,3, 申铉京^1,2, 陈海鹏^1,2

1. 吉林大学计算机科学与技术学院, 吉林长春 130012;
2. 吉林大学符号计算与知识工程教育部重点实验室, 吉林长春 130012;
3. 吉林大学公共计算机教学与研究中心, 吉林长春 130012

收稿日期:2015-04-23 修回日期:2015-07-03 出版日期:2016-11-25
- 通讯作者:
- 陈海鹏
- 作者简介:
- 吕颖达,女,1983年生于河北文安.吉林大学计算机科学与技术学院博士.研究方向为图像处理、数字图像取证及模式识别;申铉京,男,1958年生于吉林和龙.吉林大学计算机科学与技术学院教授、博士生导师.研究方向为多媒体技术、图像处理和智能检测系统.
- 基金资助:
- 国家自然科学基金 (No.61305046）; 吉林省自然科学基金 (No.20140101193JC，No.20130522117JH，No.20150101055JC）

Blind Forensic for Image Copy-Paste Tampering with Geometric Invariance

LÜ Ying-da^1,2,3, SHEN Xuan-jing^1,2, CHEN Hai-peng^1,2

1. College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China;
2. Key Laboratory of Symbolic Computation and Knowledg Eengineering of Ministry of Education, Jilin University, Changchun, Jilin 130012, China;
3. Center for Computer Fundamental Education, Jilin University, Changchun, Jilin 130012, China

Received:2015-04-23 Revised:2015-07-03 Online:2016-11-25 Published:2016-11-25

摘要/Abstract

摘要：

提出一种具有几何不变性的复制-粘贴盲鉴别算法.该算法首先定义灰度级别和灰度结构，根据像素的灰度级别划分图像块，再结合其灰度结构定位可疑块对；然后对每一组可疑块对进行基于对数极坐标变换的相位相关，并粗略定位篡改区域；最后，精确计算篡改区域之间的旋转角度、缩放尺度及平移量，从而定位复制-粘贴区域.实验结果表明，该算法不但具有旋转、缩放等几何不变性，而且具有较高检测效率及较强的鲁棒性.

关键词: 盲鉴别, 复制-粘贴篡改, 对数极坐标变换, 相位相关

Abstract:

A blind identification algorithm for image copy-paste tampering with geometric invariance was proposed in this study.Firstly,gray level and gray structure are defined,the image is divided into blocks according to the gray levels of pixels,and the suspicious blocks in the image is positioned through the gray structure;Secondly,phase correlation is made for each group of suspicious block based on logarithm polar coordinate transformation,and the tampering regions are located preliminarily;Finally,the rotation angle,scale and translation measurements are calculated precisely,and the tampering regions are positioned.The experimental results show that our algorithm performs well against copy-rotate/scale-paste tampering,and its detection efficiency and robustness are better than the existing algorithms.

Key words: blind forensic, copy-paste tampering, logarithm polar coordinate transformation, phase correlation

中图分类号:

TP391

吕颖达, 申铉京, 陈海鹏. 具有几何不变性的图像复制-粘贴盲鉴别算法[J]. 电子学报, 2016, 44(11): 2592-2599.

LÜ Ying-da, SHEN Xuan-jing, CHEN Hai-peng. Blind Forensic for Image Copy-Paste Tampering with Geometric Invariance[J]. Acta Electronica Sinica, 2016, 44(11): 2592-2599.

参考文献

[1] 周琳娜,张茹,郭云彪.数字图像内容取证[M].北京:高等教育出版社,2011.
[2] 周琳娜,王东明,郭云彪,杨义先.基于数字图像边缘特性的形态学滤波取证技术[J].电子学报,2008,36(6):1047-1051. Zhou Lin-na,Wang Dong-ming,Guo Yun-biao,Yang Yi-xian.Exposing digital forgeries by detecting image blurred mathematical morphology edge[J].Acta Electronica Sinaca,2008,36(6):1047-1051. (in Chinese)
[3] 王波,孙璐璐,孔祥维,尤新刚.图像伪造中模糊操作的异常色调率取证技术[J].电子学报,2006,34(S1):2451-2454. Wang Bo,Sun Lu-lu,et al.Image forensics technology using abnormity of local hue for blur detection[J].Acta Electronica Sinaca,2006,34(S1):2451-2454. (in Chinese)
[4] B Wang,XW Kong,B Elisa et al.,Exposing Copy-Paste-Blur forgeries based on color coherence[J].Chinese Journal of Electronics,2009,18(3):487-490.
[5] Fridrich J,Soukal D,Lukáš J.Detection of copy-move forgery in digital images[A].Proceedings of Digital Forensic Research Workshop[C].Cleveland:IEEE Press,2003. http://ws2.binghamton.edu/fridrich/Research/copymove.pdf.
[6] Wang X F,Zhang X N,Li Z,et al.A DWT-DCT based passive forensics method for copy-move attacks[A].Third International Conference on Multimedia Information Networking and Security (MINES)[A],Shanghai:IEEE Press,2011. 304-308.
[7] Cao Y J,Gao T G,Li F,et al.A robust detection algorithm for copy-move forgery in digital images[J].Forensic Science International,2012,214(1):33-43.
[8] Hu J,Zhang H,Gao Q.An improved lexicographical sort algorithm of copy-move forgery detection[A].Second International Conference on Networking and Distributed Computing (ICNDC)[C].Beijing:IEEE Press,2011. 23-27.
[9] Popescu A C,Farid H.Exposing digital forgeries by detecting duplicated image regions[R].TR2004-515 Department of Computer Science,Dartmouth College,Hanover,New Hampshire,USA,2004.
[10] Mahdian B,Saic S.Detection of copy-move forgery using a method based on blur moment invariants[J].Forensic Science International,2007,171(2):180-189.
[11] Ryu S J,Lee M J,Lee H K.Detection of copy-rotate-move forgery using Zernike moments[A].12th International Conference on Information Hiding[C].Canada:Springer Press,2010. 51-65.
[12] Ryu S J,Kirchner M,Lee M J,et al.Rotation invariant localization of duplicated image regions based on zernike moments[J].IEEE Transactions on Information Forensics and Security,2013,8(8):1355-1370.
[13] Liu G,Wang J,Lian S.A passive image authentication scheme for detecting region-duplication forgery with rotation[J].Journal of Network and Computer Applications,2011,34(5):1557-1565.
[14] Davarzani R,Yaghmaie K,Mozaffari S,et al.Copy-move forgery detection using multiresolution local binary patterns[J].Forensic Science International,2013,231(1):61-72.
[15] Leida Li,Shushang Li,Hancheng Zhu,Xiaoyue Wu.Detecting copy-move forgery under affine transforms for image Forensics[J].Computers & Electrical Engineering,2014,40(6):1951-1962.
[16] Huang H J,Guo W Q,Zhang Y.Detection of copy-move forgery in digital images using SIFT algorithm[A].IEEE Pacific-Asia Workshop on Computational Intelligence and Industrial Application[C].Wuhan:IEEE Press,2008. 272-276.
[17] Amerini I,Ballan L,Caldelli R,et al.A SIFT-based forensic method for copy-move attack detection and transformation recovery[J].IEEE Transactions on Information Forensics and Security,2011,6(3):1099-1110.
[18] Xu B,Wang J W,Liu G J.Image copy-move forgery detection based on SURF[A].IEEE International on Multimedia Information Networking and Security[C].Nanjing:IEEE Press,2010. 889-892.
[19] Guo J M,Liu Y F,Wu Z J.Duplication forgery detection using improved DAISY descriptor[J].Expert Systems with Applications,2013,40(2):707-714.
[20] Hashmi M F,Anand V,Keskar A G.Copy move image forgery detection using an efficient and robust method combining un-decimated wavelet transform and scale invariant feature transform[J].Aasri Procedia,2014,9:84-91.
[21] Jian Li,Xiaolong Li,Bin Yang,and Xingming Sun.Segmentation-based image copy-move forgery detection scheme[J].IEEE Transactions on Information Forensics and Security,2015,10(3):507-518.
[22] Ewerton Silva,Tiago Carvalho,Anselmo Ferreira,Anderson Rocha.Going deeper into copy-move forgery detection:Exploring image telltales via multi-scale analysis and voting processes[J].Journal of Visual Communication and Image Representation,2015,29:16-32.

具有几何不变性的图像复制-粘贴盲鉴别算法

Blind Forensic for Image Copy-Paste Tampering with Geometric Invariance

PDF

可视化

摘要/Abstract

引用本文

使用本文

参考文献

相关文章 3

编辑推荐

Metrics

[1]	马宁, 门宇博, 门朝光, 李香. 基于扩展相位相关的小基高比立体匹配方法[J]. 电子学报, 2017, 45(8): 1827-1835.
[2]	何友;宋强;熊伟. 基于相位相关的航迹对准关联技术[J]. 电子学报, 2010, 38(12): 2718-2723.
[3]	王栋;王伟;许晓鸣. 基于四参数仿射模型的频域运动估计技术[J]. 电子学报, 2003, 31(1): 154-157.