A machine learning based scheme for double JPEG compression detection

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2008, Pages

  Chen, Chunhua ^a   Shi, Yun Q ^a   Su, Wei ^a  

^a NEW JERSEY INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DIGITAL FORENSICS; IMAGE ENHANCEMENT; MACHINE LEARNING; PATTERN RECOGNITION; RANDOM PROCESSES; SUPPORT VECTOR MACHINES;

DOUBLE JPEG COMPRESSIONS; JPEG COMPRESSED IMAGES; JPEG IMAGE; MODEL DIFFERENCES; PRIOR ARTS; SECOND ORDER STATISTICS; THRESHOLDING TECHNIQUES; TRANSITION PROBABILITY MATRIX;

IMAGE COMPRESSION;

EID: 77955699524     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/icpr.2008.4761645     Document Type: Conference Paper

References (9)

1. Y. Q. Shi, C. Chen, W. Chen, and M. P. Kaundiny, "Effect of recompression on attacking JPEG steganographic schemes - an experimental study", ISCAS07, New Orleans, LA, USA, May 27-30, 2007.
2. A. C. Popescu, "Statistical tools for digital image forensics", PhD thesis, Dartmouth College, Hanover, NH, USA, December 2004 (advised by H. Farid). http://www.cs.dartmouth.edu/farid/publications/apthesis05.pdf.
3. J. Lukas and J. Fridrich, "Estimation of primary quantization matrix in double compressed JPEG images", Digital Forensic Research Workshop, Cleveland, OH, USA, August 2003.
4. D. Fu, Y. Q. Shi, and W. Su, "A generalized Benford's law for JPEG coefficients and its applications in image forensics", SPIE Electronic Imaging, San Jose, CA, USA, 2007.
5. A. Leon-Garcia, Probability and random processes for electrical engineering, 2nd Edition, Addison-Wesley Publishing Company, 1994.
6. C. C. Chang and C. J. Lin, "LIBSVM: a library for support vector machines", 2001. Available online at http://www.csie.ntu.edu.tw/∼cjlin/ libsvm.
7. http://vision.cs.aston.ac.uk/datasets/ucid/ucid.html.
8. http://ist.sysu.edu.cn/en/index-en.asp.
9. http://photogallery.nrcs.usda.gov/.