Phát hiện ảnh giả mạo có các vùng được lấy mẫu tăng dựa trên phép biến đổi hiệu và lọc thông cao DWT

  • Trần Đăng Hiên Trường Đại học Công nghệ
  • Nguyễn Ngọc Hưng
  • Phạm Văn Ất

Abstract

In this paper, we present two methods for detecting image forgery that have areas are copied from the various images. The first method is based on difference transform for the 2 × 2 blocks and the second method is based on high pass filter of DWT (Discrete Wavelet Transform). Compared to some previous methods, proposed methods have lower computational complexity and can detect forgery areas more clearly.  Experiments show that the method are more robust against  some attacks such as rotation, scaling, add noise, JPEG compression, ...

References

G. K. BIRAJDAR, V. H. MANKAR, “Blind Authentication of Resampled Images and Rescaling Factor Estimation”, Proceedings of the IEEE International Conference on Cloud & Ubiquitous Computing & Emerging Technologies, 2013.

I. DAUBECHIES, Ten lectures on wavelets, Society for Industrial and Applied Mathematics Philadelphia, PA, USA, 1992.

X. FENG, I. COX, and G. DOERR, “Normalized energy density based forensic detection of resampled images”,

IEEE Trans. Inf. Forensics Security, vol. 14, no. 3, pp. 536–545, June 2012.

M. KIRCHNER, “Fast and reliable resampling detection by spectral analysis of fixed linear predictor residue”, Proceedings of the 10th ACM Workshop on Multimedia and Security - MM&Sec 2008, 2008.

S. MALLAT, A Wavelet Tour of Signal Processing, 2nd ed. San Diego, CA: Academic, 1999.

ALASDAIR MCANDREW, Introduction to Digital Image Processing with MATLAB, Course Technology/Thompson Learning, 2004.

A. C. POPESCU and H. FARID, "Exposing digital forgeries by detecting traces of re-sampling", IEEE Transactions on Signal Process. , vol. 53, no. 2, pp. 758-767, Feb. 2005.

S. PRASAD, K. R. RAMAKRISHNAN, “On resampling detection and its application to image tampering”, Proc. IEEE Int. Conf.Multimedia Expo., Toronto, Canada, pp. 1325-1328, 2006.

D. SALOMON, Data Compression: The Complete Reference, 3rd ed., Springer, 2004.

G. STRANG, T. NGUYEN, Wavelets and filter banks, Wellesley-Cambridge Press, 1996.

R. WANG, P. XIJIAN, "Detection of Resampling Based on Singular Value Decomposition", in Proceedings 5th International Conference on Image and Graphics, Xi'an, China, pp. 879-884, Sep 21 2009.

Published
2015-12-31
Section
Bài báo