A Benford-Fourier JPEG compression detector

2014 IEEE International Conference on Image Processing, ICIP 2014

Volumn , Issue , 2014, Pages 5322-5326

  Pasquini, Cecilia ^a   Perez Gonzalez, Fernando ^b,c   Boato, Giulia ^a  

^a UNIVERSITY OF TRENTO   (Italy)

^b UNIVERSITY OF VIGO   (Spain)

^c Galician Research and Development Center in Advanced Telecommunications GRADIANT   (Spain)

Author keywords

Binary hypothesis testing; Image forensics; JPEG compression

Indexed keywords

FOURIER ANALYSIS; IMAGE COMPRESSION; STATISTICAL METHODS;

BINARY HYPOTHESIS TESTING; BINARY HYPOTHESIS TESTS; CONFIDENCE INTERVAL; FOURIER COEFFICIENTS; IMAGE FORENSICS; JPEG COMPRESSION; PROCESSING OPERATIONS; STATISTICAL PROPERTIES;

IMAGE PROCESSING;

EID: 84942534799     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2014.7026077     Document Type: Conference Paper

References (21)

1. Z. Fan and R. De Queiroz, "Identification of bitmap compression history: JPEG detection and quantizer estimation," IEEE Transactions on Image Processing, vol. 12, n. 2, pp. 230-235, 2003.
2. D. Fu, Y. Q. Shi, and W. Su, "A generalized Benford's law for JPEG coefficients and its applications in image forensics," in Proceedings of SPIE Conference on Security, Steganography, and Watermarking of Multimedia Contents, 2007, vol. 6505.
3. F. Pérez-González, G. L. Heileman, and C. T. Abdallah, "Benford's law in image processing," in Proceedings of IEEE ICIP, 2007, pp. 405-408.
4. T. Bianchi and A. Piva, "Image forgery localization via blockgrained analysis of JPEG artifacts," IEEE Transactions on Information Forensics and Security, vol. 7, n. 3, pp. 1003-1017, 2012.
5. S. Milani, M. Tagliasacchi, and S. Tubaro, "Discriminating multiple JPEG compression using first digit features," in Proceedings of IEEE ICASSP, 2012, pp. 25-30.
6. Y. L. Chen and C. T. Hsu, "Detecting recompression of JPEG images via periodicity analysis of compression artifacts for tampering detection," IEEE Transactions on Information Forensics and Security, vol. 6, n. 2, pp. 396-406, 2011.
7. M. Fontani, T. Bianchi, A. De Rosa, A. Piva, and M. Barni, "A framework for decision fusion in image forensics based on Dempster-Shafer theory of evidence," IEEE Transactions on Information Forensics and Security, vol. 8, n. 4, pp. 593-607, 2013.
8. R. Neelamani, R. De Queiroz, Z. Fan, S. Dash, and R. G. Baraniuk, "JPEG compression history estimation for color images," IEEE Transactions on Image Processing, vol. 15, n. 2, pp. 1363-1378, 2006.
9. M. C. Stamm and K. J. Ray Liu, "Anti-forensics of digital image compression," IEEE Transactions on Information Forensics and Security, vol. 6, no. 3, pp. 1050-1065, 2011.
10. M. Barni, M. Fontani, and B. Tondi, "A universal technique to hide traces of histogram-based image manipulations," in Proceedings of ACM Workshop on Multimedia and Security, 2012, pp. 97-104.
11. P. Comesaña-Alfaro and F. Pérez-González, "Optimal counterforensics for histogram-based forensics," in Proceedings of IEEE ICASSP, 2013, pp. 3048-3052.
12. S. Milani, M. Tagliasacchi, and S. Tubaro, "Antiforensics attack to Benford's law for the detection of double compressed images," in Proceedings of IEEE ICASSP, 2013, pp. 3053-3057.
13. C. Pasquini and G. Boato, "JPEG compression anti-forensics based on first significant digit distribution," in Proceedings of IEEE MMSP, 2013, pp. 500-505.
14. C. Pasquini, P. Comesaña-Alfaro, F. Pérez-González, and G. Boato, "Transportation-theoretic image counterforensics to First Significant Digit histogram forensics," in Proceedings of ICASSP, 2014, pp. 2718-2722.
15. F. Pérez-González, T. T. Quach, S. J. Miller, C. T. Abdallah, and G. L. Heileman, "Application of Benford's law to images," S. J. Miller, A. Berger and T. Hill (Eds), The Theory and Applications of Benford's law, Princeton University Press, 2014.
16. F. Muller, "Distribution shape of two-dimensional DCT coefficients of natural images," IEEE Electronic letters, vol. 29, n. 22, pp. 1935-1936, 1993.
17. J. R. Barry, E. A. Lee, and D. G. Messerschmitt, "Digital communication," Springer, 2004.
18. S. O. Rice, "Mathematical analysis of random noise," Bell System Technical Journal, vol. 24, pp. 46-156, 1945.
19. Q. Liu, "Detection of misaligned cropping and recompression with the same quantization matrix and relevant forgery," in Proceedings of ACM Workshop on Multimedia Forensics and Intelligence, 2011, pp. 25-30.
20. G. Schaefer and M. Stich, "UCID-An uncompressed colour image database," in Proceedings of SPIE Storage and Retrieval Methods and Applications to Multimedia, 2004, vol. 5307.
21. T. Gloe and R. Boehme, "The Dresden image database for benchmarking digital image forensics," in Proceedings of ACM Symposium on Applied Computing, 2010, vol. 2, pp. 1585-1591.