Manipulation detection on image patches using fusionboost

IEEE Transactions on Information Forensics and Security

Volumn 7, Issue 3, 2012, Pages 992-1002

  Cao, Hong ^a   Kot, Alex C ^b  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

Authentication; Boosting; Demosaicing; Ensemble learning; Features; Forensics; Fusion; Manipulation detection; Photo; Tamper detection

Indexed keywords

BOOSTING; DEMOSAICING; ENSEMBLE LEARNING; FEATURES; FORENSICS; PHOTO; TAMPER DETECTION;

AUTHENTICATION; COMPUTER NETWORKS; FUSION REACTIONS; SAFETY ENGINEERING;

DETECTORS;

EID: 84861133533     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2012.2185696     Document Type: Article

References (33)

1. J. Fridrich, D. Soukal, and J. Lukas, "Detection of copy-move forgery in digital images," in Proc. Digital Forensic Research Workshop, Cleveland, OH, Aug. 2003, pp. 55-61.
2. T.-T. Ng and S.-F. Chang, "Amodel for image splicing," in Proc. ICIP, 2004, vol. 2, pp. 1169-1172.
3. I. Avcibas, S. Bayram, N.Memon, M. Ramkumar, and B. Sankur, "A classifier design for detecting image manipulations," in Proc. ICIP, 2004, vol. 4, pp. 2645-2648. (Pubitemid 40820438)
4. M. K. Johnson and H. Farid, "Exposing digital forgeries by detecting inconsistencies in lighting," in Proc. ACM Multimedia Security Workshop, 2005.
5. 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. (Pubitemid 40181769)
6. A. C. Popescu and H. Farid, "Exposing digital forgeries in color filter array interpolated images," IEEE Trans. Signal Process., vol. 53, no. 10, pp. 3948-3959, Oct. 2005. (Pubitemid 41638246)
7. S. Lyu and H. Farid, "How realistic is photorealistic?," IEEE Trans. Signal Process., vol. 53, no. 2, pp. 845-850, Feb. 2005. (Pubitemid 40181778)
8. J. He, Z. Lin, L.Wang, and X. Tang, "Detecting doctored JPEG images viaDCT coefficient analysis," in Lecture Notes in Computer Science. New York: Springer, 2006, vol. 3953, pp. 423-435. (Pubitemid 44029695)
9. S. Bayram, I.Avcibas, B. Sankur, and N. Memon, "Image manipulation detection," J. Electron. Imag., vol. 15, p. 041102, Dec. 2006.
10. S.-F. Chang, "Blind passive media forensics: Motivation and opportunity," in Proc. MCAM, 2007, pp. 57-59. (Pubitemid 350270547)
11. J. Lukas, J. Fridrich, and M. Goljan, "Detecting digital image forgeries using sensor pattern noise," in Proc. SPIE, 2006, vol. 6072, p. 60720Y.
12. W. Luo, Z. Qu, J. Huang, and G. Qiu, "A novel method for detecting cropped and recompressed image block," in Proc. ICASSP, 2007, vol. 2, pp. 217-220.
13. D. Fu, Y. Q. Shi, and W. Su, "A generalized Benford's law for JPEG coefficients and its applications in image forensics," in Proc. SPIE, 2007, vol. 6505, p. 65051L.
14. W. Luo, Z. Qu, F. Pan, and J. Huang, "A survey of passive technology for digital image forensics," Frontiers Comp. Sci. China, vol. 1, no. 2, pp. 166-179, 2007. (Pubitemid 46912333)
15. M. Chen, J. Fridrich, M. Goljan, and J. Lukas, "Determining image origin and integrity using sensor noise," IEEE Trans. Inf. Forensics Security, vol. 3, no. 1, pp. 74-89, Mar. 2008.
16. A. Swaminathan, M. Wu, and K. J. Ray Liu, "Digital image forensics via intrinsic fingerprints," IEEE Trans. Inf. Forensics Security, vol. 3, no. 1, pp. 101-117, Mar. 2008. (Pubitemid 351270076)
17. H. T. Sencar and N. Memon, "Overview of state-of-the-art in digital image forensics," in Part of Indian Statistical Institute Platinum Jubilee Monograph Series Titled 'Statistical Science and Interdisciplinary Research'. Singapore: World Scientific Press, 2008.
18. A. E. Dirik and N. Memon, "Image tamper detection based on demosaicing artifacts," in Proc. ICIP, 2009, pp. 1497-1500.
19. H. Farid, "Image forgery detection," IEEE Signal Process. Mag., vol. 26, no. 2, pp. 16-25, Mar. 2009.
20. H. Farid, "Exposing digital forgeries from JPEG ghosts," IEEE Trans. Inf. Forensics Security, vol. 4, no. 1, pp. 154-160, Mar. 2009.
21. H. Cao and A. C. Kot, "Accurate detection of demosaicing regularity for digital image forensics," IEEE Trans. Inf. Forensics Security, vol. 4, no. 4, pp. 899-910, Dec. 2009.
22. H. Cao, "Statistical Image Source Model Identification and Forgery Detection," Ph.D. dissertation, Nanyang Technol. Univ., Singapore, 2010.
23. Y.-F. Hsu and S.-F. Chang, "Camera response functions for image forensics: An automatic algorithm for splicing detection," IEEE Trans. Inf. Forensics Security, vol. 5, no. 4, pp. 816-825, Dec. 2010.
24. W. Zhang, X. Cao, Y. Qu, Y. Hou, H. Zhao, and C. Zhang, "Detecting and extracting the photo composites using planar homography and graph cut," IEEE Trans. Inf. Forensics Security, vol. 5, no. 3, pp. 544-555, Sep. 2010.
25. Q. Liu, X. Cao, C. Deng, and X. Guo, "Identifying image composites through shadow matte consistency," IEEE Trans. Inf. Forensics Security, vol. 6, no. 3, pp. 1111-1122, Sep. 2011.
26. C.-W. Hsu, C.-C. Chang, and C.-J. Lin, A Practical Guide to Support Vector Classification 2008, An online guild for using LIBSVM tools [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm
27. P. Pudil, F. J. Ferri, J. Novovicov, and J. Kittler, "Floating search methods for feature selection with non-monotonic criterion function," in Proc. Int. Conf. Pattern Recognit., 1994, vol. 2, pp. 279-283.
28. Y. Freund and R. Schapire, "A decision-theoretic generalization of on-line learning and an application to boosting," J. Comp. Syst. Sci., vol. 55, pp. 119-139, Aug. 1997. (Pubitemid 127433398)
29. R. E. Schapire and Y. Singer, "Improved boosting algorithms using confidence-rated predictions," Mach. Learn., vol. 37, no. 3, pp. 297-336, 1999. (Pubitemid 32210620)
30. L. I. Kuncheva, "A theoretical study on six classifier fusion strategies," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 2, pp. 281-286, Feb. 2002. (Pubitemid 34198215)
31. S. Z. Li and Z. Zhang, "FloatBoost learning and statistical face detection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, pp. 1112-1123, Sep. 2004.
32. N. Asadi, M. Jamzad, and H. Sajedi, "Improvements of image-steganalysis using boosted combinatorial classifiers and Gaussian highpass filtering," in Proc. Int. Conf. Intell. Inf. Hiding Multimedia Signal Process., 2008, pp. 1508-1511.
33. X. Li, B. Gunturk, and L. Zhang, "Image demosaicing: A systematic survey," in Proc. SPIE, 2008, vol. 6822, p. 68221J.