Rake transform and edge statistics for image forgery detection

2010 IEEE International Conference on Multimedia and Expo, ICME 2010

Volumn , Issue , 2010, Pages 1463-1468

  Sutthiwan, Patchara ^a   Shi, Yun Q ^a   Su, Wei ^b   Ng, Tian Tsong ^c  

^a NEW JERSEY INSTITUTE OF TECHNOLOGY   (United States)

^b Intelligence and Information Warfare Directorate   (United States)

^c INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

Boosting feature selection; Color image forgery detection; Color image tampering detection; Edge statistics; Rake transform; Reconstructed image

Indexed keywords

BOOSTING FEATURE SELECTION; COLOR IMAGE FORGERY DETECTION; COLOR IMAGE TAMPERING DETECTION; EDGE STATISTICS; RAKE TRANSFORM; RECONSTRUCTED IMAGE;

COLOR; FEATURE EXTRACTION; STATISTICAL TESTS;

IMAGE PROCESSING;

EID: 78349285902     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICME.2010.5583264     Document Type: Conference Paper

References (25)

1. J. Sun, J. Jia, C. K. Tang, H. Y. Shum, "Poisson matting," ACM Siggraph, pp. 315-321, 2004.
2. Y. Li, J. Sun, C. K. Tang, and H. Y. Shum, "Lazy Snapping," ACM Siggraph, pp. 303-308, 2004.
3. Z. Zhang, G. Qiu, Q. Sun, X. Lin, Z, Ni and Y. Q. Shi, "A unified authentication framework for JPEG2000," Proc of IEEE International Conference on Multimedia and Expo, 2, pp. 915-918, Jun. 2004.
4. T. T. Ng, S. F. Chang, and Q. Sun, "Blind detection of photomontage using higher order statistics," IEEE International Symposium on Circuits and Systems, 2004.
5. M. K. Johnson and H. Farid, "Exposing digital forgeries by detecting inconsistencies in lighting," ACM Multimedia and Security Workshop, pp. 1-10, 2005.
6. Y. F. Hsu and S. F. Chang, "Detecting image splicing using geometry invariants and camera characteristics consistency," IEEE International Conference on Multimedia and Expo, pp. 549-552, Jul. 2006.
7. D. Fu, Y. Q. Shi and W. Su, "Detection of image splicing based on Hilbert-Huang transform and moments of characteristic functions with wavelet decomposition," International Workshop on Digital Watermarking (IWDW06), Nov. 2006.
8. W. Chen, Y. Q. Shi, and W. Su, "Image splicing detection using 2-d phase congruency and statistical moments of characteristic function," Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, vol. 6505, Feb. 2007.
9. Y. Q. Shi, C. Chen, and W. Chen, "A natural image model approach to splicing detection," ACM Multimedia and Security Workshop, Sept. 2007.
10. J. Dong, W. Wang, T. Tan, and Y. Q. Shi, "Run-length and edge statistics based approach for image splicing detection," International Workshop on Digital Watermarking (IWDW), 2008.
11. Z. Qu, G. Qiu, and J. Huang, Information Hiding Workshop, Jun. 2009.
12. W. Wang, J. Dong, and T. Tan, "Effective image splicing detection based on image chroma," IEEE International Conference on Image Processing (ICIP), Nov. 2009.
13. A. Dirik and N. Memon, "Image tamper detection based on demosaicing artifacts," IEEE International Conference on Image Processing (ICIP), Nov. 2009.
14. CASIA Tampering Detection Dataset 2009. http://forensics.idealtest.org/
15. S. Theodoridis and K. Koutroumbas, Pattern Recognition, 4th edition, Academic Press, p. 261, 2008.
16. K. Tieu and P. Viola, "Boosting image retrieval," International Journal of Computer Vision, vol. 56, no. 1, pp. 17-36, 2004.
17. Y. Q. Shi, C. Chen, W. Chen: "A Markov process based approach to effective attacking JPEG steganography," 8th International Workshop, IH 2006, Alexandria, VA, USA, Jul. 2006.
18. A. Leon-Garcia, "Probability and random processes for electrical engineering," 2nd edition, Addison-Wesley Publishing Company, 1994.
19. M. C. Morrone and D. C. Burr, "Feature detection in human vision: A Phase-dependent energy model," Proc. R. Soc. Lond. B, vol 235, pp. 221-245, 1988.
20. P. Kovesi, "Image features from phase congruency," Journal of Computer Vision Research, 1(3): 1-26, 1999.
21. J. Canny, "A Computational Approach for Edge Detection," IEEE Trans. Pattern Anal. Machine Intell., vol. 8, no. 6, pp. 679-698.
22. P. D. Kovesi, MATLAB code for calculating phase congruency and phase symmetry/asymmetry, Apr. 1996. http://www.cs.uwa.edu.au/~pk/Research/research. html.
23. M. Weinberger, G. Seroussi, and G. Sapiro, "LOCOI: A low complexity context-based lossless image compression algorithm," Proc. of IEEE Data Compression Conf, pp. 140-149, 1996.
24. C. C. Chang and C. J. Lin, LIBSVM: A library for support vector machines. http://www.csie.ntu.edu.tw/~cjlin/libsvm/
25. A. Criminisi, P. Perez, and K. Toyama, "Region filling and object removal by exemplar-based image painting," IEEE Transaction on Image Processing, vol. 13, no. 9, pp. 1-15, Sept. 2004.