Forensic estimation of gamma correction in digital images

In the digital era, digital photographs become pervasive and are frequently used to record event facts. Authenticity and integrity of such photos can be ascertained by discovering more information about the previously applied operations. In this paper, we propose a forensic scheme for identifying and reconstructing gamma correction operations in digital images. Statistical abnormity on image grayscale histograms, which is caused by the contrast enhancement, is analyzed theoretically and measured effectively. Graylevel mapping functions involved in gamma correction can be estimated blindly. Experiments both on globally and locally applied corrected images show the validity of our proposed gamma estimation algorithm.

[1]  Hany Farid,et al.  Blind inverse gamma correction , 2001, IEEE Trans. Image Process..

[2]  Nasir D. Memon,et al.  An efficient and robust method for detecting copy-move forgery , 2009, 2009 IEEE International Conference on Acoustics, Speech and Signal Processing.

[3]  Soo-Chang Pei,et al.  Detecting digital tampering by blur estimation , 2005, First International Workshop on Systematic Approaches to Digital Forensic Engineering (SADFE'05).

[4]  Ricardo L. de Queiroz,et al.  Identification of bitmap compression history: JPEG detection and quantizer estimation , 2003, IEEE Trans. Image Process..

[5]  K. J. Ray Liu,et al.  Forensic estimation and reconstruction of a contrast enhancement mapping , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[6]  Shih-Fu Chang,et al.  Image Splicing Detection using Camera Response Function Consistency and Automatic Segmentation , 2007, 2007 IEEE International Conference on Multimedia and Expo.

[7]  Yao Zhao,et al.  Anti-forensics of contrast enhancement in digital images , 2010, MM&Sec '10.

[8]  FanZhigang,et al.  Identification of bitmap compression history , 2003 .

[9]  K. J. Ray Liu,et al.  Forensic Detection of Image Tampering Using Intrinsic Statistical Fingerprints in Histograms , 2009 .

[10]  K. J. Ray Liu,et al.  Blind forensics of contrast enhancement in digital images , 2008, 2008 15th IEEE International Conference on Image Processing.

[11]  Gerald Schaefer,et al.  UCID: an uncompressed color image database , 2003, IS&T/SPIE Electronic Imaging.