Blind image forensics using reciprocal singular value curve based local statistical features

被引:4
|
作者
Birajdar, Gajanan K. [1 ]
Mankar, Vijay H. [2 ]
机构
[1] Ramrao Adik Inst Technol, Dept Elect Engn, Navi Mumbai 400706, Maharashtra, India
[2] Govt Polytech Ahmednagar, Dept Elect & Commun Engn, Ahmednagar 414001, Maharashtra, India
关键词
Image forgery detection; Passive contrast enhancement detection; SVD; DWT; Reciprocal singular value curve; WATERMARKING ALGORITHM; SELECTION; FORGERY;
D O I
10.1007/s11042-017-5021-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, passive contrast enhancement detection technique is presented using block based reciprocal singular value curve features. Contrast enhancement operation changes the natural statistics of the image and variation in singular value curve is exploited for constructing the feature vector for forgery detection. Various statistical features using reciprocal singular value curve are extracted after multilevel 2-Dimensional wavelet decomposition. Fisher criterion is employed to choose the most discriminating and to discard the redundant features. Experimental results are presented using gray scale, G component and C (b) image database and support vector machine classifier. Robustness against anti-forensic algorithm and JPEG compression is also presented. The algorithm outperforms all the existing feature based blind contrast enhancement detection methods in terms of detection accuracy.
引用
收藏
页码:14153 / 14175
页数:23
相关论文
共 50 条
  • [1] Blind image forensics using reciprocal singular value curve based local statistical features
    Gajanan K. Birajdar
    Vijay H. Mankar
    Multimedia Tools and Applications, 2018, 77 : 14153 - 14175
  • [2] Blind Image Steganalysis Based On Reciprocal Singular Value Curve
    Nouri, Roya
    Mansouri, Azadeh
    2015 9TH IRANIAN CONFERENCE ON MACHINE VISION AND IMAGE PROCESSING (MVIP), 2015, : 124 - 127
  • [3] Blind image quality assessment using a reciprocal singular value curve
    Sang, Qingbing
    Wu, Xiaojun
    Li, Chaofeng
    Bovik, Alan C.
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2014, 29 (10) : 1149 - 1157
  • [4] Digital image steganalysis based on the reciprocal singular value curve
    Nouri, Roya
    Mansouri, Azadeh
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (06) : 8745 - 8756
  • [5] Digital image steganalysis based on the reciprocal singular value curve
    Roya Nouri
    Azadeh Mansouri
    Multimedia Tools and Applications, 2017, 76 : 8745 - 8756
  • [6] Digital image forensics using statistical features and neural network classifier
    Lu, Wei
    Sun, Wei
    Huang, Ji-Wu
    Lu, Hong-Tao
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 2831 - +
  • [7] Logo based Document image Retrieval using Singular Value Decomposition Features
    Dixit, Umesh D.
    Shirdhonkar, M. S.
    2016 INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (ICONSIP), 2016,
  • [8] Robust blind DWT based digital image watermarking using singular value decomposition
    Danyali, H. (danyali@sutech.ac.ir), 1600, ICIC International (08):
  • [9] ROBUST BLIND DWT BASED DIGITAL IMAGE WATERMARKING USING SINGULAR VALUE DECOMPOSITION
    Danyali, Habibollah
    Makhloghi, Morteza
    Tab, Fardin Akhlagian
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (7A): : 4691 - 4703
  • [10] No-reference image blur index based on singular value curve
    Sang, Qingbing
    Qi, Huixin
    Wu, Xiaojun
    Li, Chaofeng
    Bovik, Alan C.
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2014, 25 (07) : 1625 - 1630