Joint detection of full-frame linear filtering and JPEG compression in digital images

被引:0
作者
Conotter, V. [1 ]
Comesana, P. [1 ]
Perez-Gonzalez, F. [1 ]
机构
[1] Univ Vigo, Signal Theory & Commun Dept, Vigo, Spain
来源
PROCEEDINGS OF THE 2013 IEEE INTERNATIONAL WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS'13) | 2013年
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Image forensics aims at detecting clues regarding the history of a digital image. However, many forensic techniques present some limitations in real life scenarios, where the application of post-processing operators may alter the characteristic footprints exploited by forensic tools. In this paper we study the combination of JPEG compression and full-frame linear filtering, analyzing their impact on the statistical distribution of the Discrete Cosine Transform (DCT) coefficients of the image. We extract characteristic features from the DCT distributions and build an effective classifier able to jointly disclose the applied compression quality factor and the filter kernel. The proposed technique is computationally efficient and effective, as demonstrated by the extensive experimental analysis.
引用
收藏
页码:156 / 161
页数:6
相关论文
共 18 条
  • [1] [Anonymous], INT C IM PROC ICIP
  • [2] Bianchi T, 2012, IEEE INT WORKS INFOR, P127, DOI 10.1109/WIFS.2012.6412637
  • [3] Detection of Nonaligned Double JPEG Compression Based on Integer Periodicity Maps
    Bianchi, Tiziano
    Piva, Alessandro
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2012, 7 (02) : 842 - 848
  • [4] LIBSVM: A Library for Support Vector Machines
    Chang, Chih-Chung
    Lin, Chih-Jen
    [J]. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)
  • [5] Determining image origin and integrity using sensor noise
    Chen, Mo
    Fridrich, Jessica
    GoIjan, Miroslav
    Lukas, Jan
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2008, 3 (01) : 74 - 90
  • [6] Exposing Digital Forgeries in Ballistic Motion
    Conotter, Valentina
    O'Brien, James F.
    Farid, Hany
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2012, 7 (01) : 283 - 296
  • [7] Digital Forensics
    Delp, Edward
    Memon, Nasir
    Wu, Min
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2009, 26 (02) : 14 - 15
  • [8] A generalized Benford's law for JPEG coefficients and its applications in image forensics
    Fu, Dongdong
    Shi, Yuri Q.
    Su, Wei
    [J]. SECURITY, STEGANOGRAPHY, AND WATERMARKING OF MULTIMEDIA CONTENTS IX, 2007, 6505
  • [9] KIRCHNER M, 2008, 15 INT C MULT, V3, P582
  • [10] A rate control algorithm for DCT-based video coding using simple rate estimation and linear source model
    Lee, JY
    Park, HW
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2005, 15 (09) : 1077 - 1085