Blind identification of cellular phone cameras

作者: Oya Çeliktutan , Ismail Avcibas , Bülent Sankur

DOI: 10.1117/12.703920

关键词:

摘要: In this paper, we focus on blind source cell-phone identification problem. It is known various artifacts in the image processing pipeline, such as pixel defects or unevenness of responses CCD sensor, black current noise, proprietary interpolation algorithms involved color filter array [CFA] leave telltale footprints. These artifacts, although often imperceptible, are statistically stable and can be considered a signature camera type even individual device. For purpose, explore set forensic features, binary similarity measures, quality measures higher order wavelet statistics conjunction SVM classifier to identify originating type. We provide results among 9 different brand cameras. addition our initial results, applied geometrical operations original images investigate how much proposed method robust under these manipulations.

参考文章(11)
J. Adams, K. Parulski, K. Spaulding, Color processing in digital cameras IEEE Micro. ,vol. 18, pp. 20- 30 ,(1998) , 10.1109/40.743681
Timo Ojala, Matti Pietikäinen, David Harwood, A comparative study of texture measures with classification based on featured distributions Pattern Recognition. ,vol. 29, pp. 51- 59 ,(1996) , 10.1016/0031-3203(95)00067-4
Sevinç Bayram, İsmail Avcıbaş, Bülent Sankur, Nasir Memon, Image manipulation detection Journal of Electronic Imaging. ,vol. 15, pp. 041102- ,(2006) , 10.1117/1.2401138
Zeno J. Geradts, Jurrien Bijhold, Martijn Kieft, Kenji Kurosawa, Kenro Kuroki, Naoki Saitoh, Methods for identification of images acquired with digital cameras Proceedings of SPIE, the International Society for Optical Engineering. ,vol. 4232, pp. 505- 512 ,(2001) , 10.1117/12.417569
K. Kurosawa, K. Kuroki, N. Saitoh, CCD fingerprint method-identification of a video camera from videotaped images international conference on image processing. ,vol. 3, pp. 537- 540 ,(1999) , 10.1109/ICIP.1999.817172
P. Pudil, F.J. Ferri, J. Novovicova, J. Kittler, Floating search methods for feature selection with nonmonotonic criterion functions international conference on pattern recognition. ,vol. 2, pp. 279- 283 ,(1994) , 10.1109/ICPR.1994.576920
I. Avcibas, N. Memon, B. Sankur, Steganalysis using image quality metrics IEEE Transactions on Image Processing. ,vol. 12, pp. 221- 229 ,(2003) , 10.1109/TIP.2002.807363
J. Kittler, F.M. Alkoot, Sum versus vote fusion in multiple classifier systems IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 25, pp. 110- 115 ,(2003) , 10.1109/TPAMI.2003.1159950
S. Lyu, H. Farid, Steganalysis using higher-order image statistics IEEE Transactions on Information Forensics and Security. ,vol. 1, pp. 111- 119 ,(2006) , 10.1109/TIFS.2005.863485