Blind detection of median filtering in digital images: A difference domain based approach

IEEE Transactions on Image Processing

Volumn 22, Issue 12, 2013, Pages 4699-4710

  Chen, Chenglong ^a   Ni, Jiangqun ^a   Huang, Jiwu ^a  

^a SUN YAT SEN UNIVERSITY   (China)

Author keywords

Digital image forensics; median filter; statistics in difference domain; tampering detection

Indexed keywords

BLIND DETECTION; COMPOSITE IMAGES; DIGITAL IMAGE FORENSICS; EXPERIMENTAL RESEARCH; FORENSIC ANALYST; MEDIAN FILTERING; PROCESSING HISTORY; TAMPERING DETECTION;

IMAGE PROCESSING; TOOLS;

MEDIAN FILTERS;

ARTICLE; COMPUTER SECURITY; FACTUAL DATABASE; FORENSIC SCIENCE; IMAGE PROCESSING; INFORMATION PROCESSING; METHODOLOGY;

COMPUTER SECURITY; DATA COMPRESSION; DATABASES, FACTUAL; FORENSIC SCIENCES; IMAGE PROCESSING, COMPUTER-ASSISTED;

EID: 84885095860     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2013.2277814     Document Type: Article

References (19)

1. H. Farid, "A survey of image forgery detection, " IEEE Signal Process. Mag., vol. 2, no. 26, pp. 16-25, Mar. 2009.
2. M. Kirchner and J. Fridrich, "On detection of median filtering in digital images, " Proc. SPIE, Electronic Imaging, Media Forensics and Security II, vol. 7541, pp. 1-12, Jan. 2010.
3. G. Cao, Y. Zhao, R. Ni, L. Yu, and H. Tian, "Forensic detection of median filtering in digital images, " in Proc. IEEE Int. Conf. Multimedia Expo, Jul. 2010, pp. 89-94.
4. H. Yuan, "Blind forensics of median filtering in digital images, " IEEE Trans. Inf. Forensics Security, vol. 6, no. 4, pp. 1335-1345, Dec. 2011.
5. C. Chen, J. Ni, R. Huang, and J. Huang, "Blind median filtering detection using statistics in difference domain, " in Proc. 14th Int. Conf. Inf. Hiding, May 2012, pp. 1-15.
6. A. C. Popescu and H. Farid, "Exposing digital forgeries by detecting traces of resampling, " IEEE Trans. Signal Process., vol. 53, no. 2, pp. 758-767, Feb. 2005.
7. Y. T. Kao, H. J. Lin, C. W.Wang, and Y. C. Pai, "Effective detection for linear up-sampling by a factor of fraction, " IEEE Trans. Image Process., vol. 21, no. 8, pp. 3443-3453, Aug. 2012.
8. R. Neelamani, R. de Queiroz, Z. Fan, S. Dash, and R. Baraniuk, "JPEG compression history estimation for color images, " IEEE Trans. Image Process., vol. 15, no. 6, pp. 1365-1378, Jun. 2006.
9. M. Kirchner and R. Böhme, "Hiding traces of resampling in digital images, " IEEE Trans. Inf. Forensics Security, vol. 3, no. 4, pp. 582-592, Dec. 2008.
10. M. Stamm, S. Tjoa, W. S. Lin, and K. J. R. Liu, "Undetectable image tampering through JPEG compression anti-forensics, " in Proc. IEEE Int. Conf. Image Process., Sep. 2010, pp. 2109-2112.
11. A. C. Bovik, "Streaking in median filtered images, " IEEE Trans. Acoust., Speech, Signal Process., vol. 35, no. 4, pp. 493-503, Apr. 1987.
12. T. Pevný, P. Bas, and J. Fridrich, "Steganalysis by subtractive pixel adjacency matrix, " IEEE Trans. Inf. Forensics Security, vol. 5, no. 2, pp. 215-224, Jun. 2010.
13. P. Bas and T. Furon. (2007, Jul.) Break Our Watermarking System [Online]. Available: http://bows2.gipsa-lab.inpg.fr
14. -(2008). Natural Resources Conservation Service Photo Gallery [Online]. Available: http://photogallery.nrcs.usda.gov
15. T. Gloe and R. Böhme, "The 'Dresden image database' for benchmarking digital image forensics, " in Proc. ACM Symp. Appl. Comput., vol. 2. Mar. 2010, pp. 1584-1590.
16. I. Pitas and A. Venetsanopoulos, "Order statistics in digital image processing, " Proc. IEEE, vol. 80, no. 12, pp. 1893-1921, Dec. 1992.
17. A. C. Bovik, T. S. Huang, and D. C. Munson, "The effect of median filtering on edge estimation and detection, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 9, no. 2, pp. 181-194, Mar. 1987.
18. C.-C. Chang and C.-J. Lin, "LIBSVM: A library for support vector machines, " ACM Trans. Intell. Syst. Technol., vol. 2, no. 3, pp. 27:1-27:27, May 2011.
19. R. Böhme and M. Kirchner, Counter-Forensics: Attacking Image Forensics, H. T. Sencar and N. Memon, Eds. New York, NY, USA: Springer- Verlag, 2013.