DocumentCode
2116152
Title
Image authentication by detecting traces of demosaicing
Author
Gallagher, Andrew C. ; Chen, Tsuhan
Author_Institution
Carnegie Mellon Univ., Pittsburgh, PA
fYear
2008
fDate
23-28 June 2008
Firstpage
1
Lastpage
8
Abstract
With increasing technical advances, computer graphics are becoming more photorealistic. Therefore, it is important to develop methods for distinguishing between actual photographs from digital cameras and computer generated images. We describe a novel approach to this problem. Rather than focusing on the statistical differences between the image textures, we recognize that images from digital cameras contain traces of resampling as a result of using a color filter array with demosaicing algorithms. We recognize that estimation of the actual demosaicing parameters is not necessary; rather, detection of the presence of demosaicing is the key. The in-camera processing (rather than the image content) distinguishes the digital camera photographs from computer graphics. Our results show high reliability on a standard test set of JPEG compressed images from consumer digital cameras. Further, we show the application of these ideas for accurately localizing forged regions within digital camera images.
Keywords
image coding; image colour analysis; image sampling; image texture; JPEG compressed image; color filter array; computer generated image; computer graphics; digital camera image; digital camera photograph; image authentication; image demosaicing; image resampling; image texture; incamera processing; parameter estimation; photorealistic; Authentication; Computer graphics; Digital cameras; Digital filters; Image coding; Image generation; Image recognition; Image texture; Testing; Transform coding;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location
Anchorage, AK
ISSN
2160-7508
Print_ISBN
978-1-4244-2339-2
Electronic_ISBN
2160-7508
Type
conf
DOI
10.1109/CVPRW.2008.4562984
Filename
4562984
Link To Document