DocumentCode
1260786
Title
Color-Decoupled Photo Response Non-Uniformity for Digital Image Forensics
Author
Li, Chang-Tsun ; Li, Yue
Author_Institution
Dept. of Comput. Sci., Univ. of Warwick, Coventry, UK
Volume
22
Issue
2
fYear
2012
Firstpage
260
Lastpage
271
Abstract
The last few years have seen the use of photo response non-uniformity noise (PRNU), a unique fingerprint of imaging sensors, in various digital forensic applications such as source device identification, content integrity verification, and authentication. However, the use of a color filter array for capturing only one of the three color components per pixel introduces color interpolation noise, while the existing methods for extracting PRNU provide no effective means for addressing this issue. Because the artificial colors obtained through the color interpolation process are not directly acquired from the scene by physical hardware, we expect that the PRNU extracted from the physical components, which are free from interpolation noise, should be more reliable than that from the artificial channels, which carry interpolation noise. Based on this assumption we propose a couple-decoupled PRNU (CD-PRNU) extraction method, which first decomposes each color channel into four sub-images and then extracts the PRNU noise from each sub-image. The PRNU noise patterns of the sub-images are then assembled to get the CD-PRNU. This new method can prevent the interpolation noise from propagating into the physical components, thus improving the accuracy of device identification and image content integrity verification.
Keywords
computer forensics; feature extraction; filtering theory; image colour analysis; interpolation; artificial colors; color channel decomposition; color filter array; color interpolation noise; color interpolation process; color-decoupled photo response nonuniformity noise; couple-decoupled PRNU extraction method; digital image forensics; fingerprint; image content integrity verification; imaging sensor; interpolation noise prevention; source device identification; Cameras; Colored noise; Image color analysis; Interpolation; Pixel; Sensors; Color filter array; demosaicing; image authentication; image forensics; photo response non-uniformity noise (PRNU); source device identification;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2011.2160750
Filename
5934587
Link To Document