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Volumn 24, Issue , 2014, Pages 144-161

Hidden information detection using decision theory and quantized samples: Methodology, difficulties and results

Author keywords

Hypothesis testing theory; LSB steganalysis; Nuisance parameters; Optimal steganalysis; Quantized data

Indexed keywords

DIGITAL STORAGE; ERRORS; STATISTICAL TESTS; STEGANOGRAPHY;

EID: 84886186879     PISSN: 10512004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dsp.2013.09.012     Document Type: Article
Times cited : (11)

References (50)
  • 1
    • 84961389381 scopus 로고    scopus 로고
    • Local Approximation Techniques in Signal and Image Processing, vol. PM157
    • SPIE Press Monograph
    • [1] Astola, J., Egiazarian, K., Katkovnik, V., Local Approximation Techniques in Signal and Image Processing, vol. PM157. 2006, SPIE Press, Monograph.
    • (2006)
    • Astola, J.1    Egiazarian, K.2    Katkovnik, V.3
  • 2
    • 80053005547 scopus 로고    scopus 로고
    • Break our steganographic system—The ins and outs of organizing boss
    • Springer Berlin, Heidelberg
    • [2] Bas, P., Filler, T., Pevný, T., Break our steganographic system—The ins and outs of organizing boss. Information Hiding Lecture Notes in Comput. Sci., vol. 6958, 2011, Springer, Berlin, Heidelberg, 59–70.
    • (2011) Information Hiding, Lecture Notes in Comput. Sci. , vol.6958 , pp. 59-70
    • Bas, P.1    Filler, T.2    Pevný, T.3
  • 3
    • 0004302610 scopus 로고
    • Probability and Measure
    • 3rd edition Wiley–Interscience
    • [3] Billingsley, P., Probability and Measure. 3rd edition, 1995, Wiley–Interscience.
    • (1995)
    • Billingsley, P.1
  • 4
    • 79954512366 scopus 로고    scopus 로고
    • Advanced Statistical Steganalysis
    • 1st edition Springer Publishing Company
    • [4] Böhme, R., Advanced Statistical Steganalysis. 1st edition, 2010, Springer Publishing Company.
    • (2010)
    • Böhme, R.1
  • 6
    • 84874590883 scopus 로고    scopus 로고
    • Application of hypothesis testing theory for optimal detection of LSB matching data hiding
    • [6] Cogranne, R., Retraint, F., Application of hypothesis testing theory for optimal detection of LSB matching data hiding. Signal Process., Elsevier 93 (2013), 1724–1737.
    • (2013) Signal Process., Elsevier , vol.93 , pp. 1724-1737
    • Cogranne, R.1    Retraint, F.2
  • 7
    • 84873683899 scopus 로고    scopus 로고
    • An asymptotically uniformly most powerful test for LSB matching detection
    • [7] Cogranne, R., Retraint, F., An asymptotically uniformly most powerful test for LSB matching detection. IEEE Trans. Inf. Forensics Secur. 8 (2013), 464–476.
    • (2013) IEEE Trans. Inf. Forensics Secur. , vol.8 , pp. 464-476
    • Cogranne, R.1    Retraint, F.2
  • 12
    • 53349159971 scopus 로고    scopus 로고
    • Digital Watermarking and Steganography
    • 2nd edition Morgan Kaufmann
    • [12] Cox, I., Miller, M., Bloom, J., Fridrich, J., Kalker, T., Digital Watermarking and Steganography. 2nd edition, 2007, Morgan Kaufmann.
    • (2007)
    • Cox, I.1    Miller, M.2    Bloom, J.3    Fridrich, J.4    Kalker, T.5
  • 14
    • 0037524382 scopus 로고    scopus 로고
    • Detection of LSB steganography via sample pair analysis
    • [14] Dumitrescu, S., Wu, X., Wang, Z., Detection of LSB steganography via sample pair analysis. IEEE Trans. Signal Process. 51 (2003), 1995–2007.
    • (2003) IEEE Trans. Signal Process. , vol.51 , pp. 1995-2007
    • Dumitrescu, S.1    Wu, X.2    Wang, Z.3
  • 15
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • [15] Fawcett, T., An introduction to ROC analysis. Pattern Recogn. Lett., Elsevier 27 (2006), 861–874.
    • (2006) Pattern Recogn. Lett., Elsevier , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 16
    • 84855933278 scopus 로고    scopus 로고
    • Adaptive steganalysis of least significant bit replacement in grayscale natural images
    • [16] Fillatre, L., Adaptive steganalysis of least significant bit replacement in grayscale natural images. IEEE Trans. Signal Process. 60 (2012), 556–569.
    • (2012) IEEE Trans. Signal Process. , vol.60 , pp. 556-569
    • Fillatre, L.1
  • 17
    • 54949104957 scopus 로고    scopus 로고
    • ε-optimal non-Bayesian anomaly detection for parametric tomography
    • [17] Fillatre, L., Nikiforov, I., Retraint, F., ε-optimal non-Bayesian anomaly detection for parametric tomography. IEEE Trans. Image Process. 17 (2008), 1985–1999.
    • (2008) IEEE Trans. Image Process. , vol.17 , pp. 1985-1999
    • Fillatre, L.1    Nikiforov, I.2    Retraint, F.3
  • 18
    • 70350562893 scopus 로고    scopus 로고
    • The square root law of steganographic capacity for Markov covers
    • [18] Filler, T., Ker, A.D., Fridrich, J., The square root law of steganographic capacity for Markov covers. Media Forensics and Security Proc. SPIE, vol. 7254, 2009, 725408–725411.
    • (2009) Media Forensics and Security, Proc. SPIE , vol.7254 , pp. 725408-725411
    • Filler, T.1    Ker, A.D.2    Fridrich, J.3
  • 19
    • 52649143252 scopus 로고    scopus 로고
    • Practical Poissonian–Gaussian noise modeling and fitting for single-image raw-data
    • [19] Foi, A., Trimeche, M., Katkovnik, V., Egiazarian, K., Practical Poissonian–Gaussian noise modeling and fitting for single-image raw-data. IEEE Trans. Image Process. 17 (2008), 1737–1754.
    • (2008) IEEE Trans. Image Process. , vol.17 , pp. 1737-1754
    • Foi, A.1    Trimeche, M.2    Katkovnik, V.3    Egiazarian, K.4
  • 21
    • 0035472155 scopus 로고    scopus 로고
    • Detecting LSB steganography in color, and gray-scale images
    • [21] Fridrich, J., Goljan, M., Du, R., Detecting LSB steganography in color, and gray-scale images. IEEE Multimed. 8 (2001), 22–28.
    • (2001) IEEE Multimed. , vol.8 , pp. 22-28
    • Fridrich, J.1    Goljan, M.2    Du, R.3
  • 22
    • 84874437807 scopus 로고    scopus 로고
    • Steganalysis of LSB replacement using parity-aware features
    • Springer Berlin, Heidelberg
    • [22] Fridrich, J., Kodovský, J., Steganalysis of LSB replacement using parity-aware features. Information Hiding Lecture Notes in Comput. Sci., vol. 7692, 2013, Springer, Berlin, Heidelberg, 31–45.
    • (2013) Information Hiding, Lecture Notes in Comput. Sci. , vol.7692 , pp. 31-45
    • Fridrich, J.1    Kodovský, J.2
  • 23
    • 84988262106 scopus 로고    scopus 로고
    • Digital Image Processing
    • 3rd edition Prentice Hall
    • [23] Gonzalez, R.C., Woods, R.E., Digital Image Processing. 3rd edition, 2008, Prentice Hall.
    • (2008)
    • Gonzalez, R.C.1    Woods, R.E.2
  • 25
    • 34548240827 scopus 로고    scopus 로고
    • Low bit-rate image coding using adaptive geometric piecewise polynomial approximation
    • [25] Kazinnik, R., Dekel, S., Dyn, N., Low bit-rate image coding using adaptive geometric piecewise polynomial approximation. IEEE Trans. Image Process. 16 (2007), 2225–2233.
    • (2007) IEEE Trans. Image Process. , vol.16 , pp. 2225-2233
    • Kazinnik, R.1    Dekel, S.2    Dyn, N.3
  • 26
    • 33746613626 scopus 로고    scopus 로고
    • A general framework for structural steganalysis of LSB replacement
    • Springer Berlin, Heidelberg
    • [26] Ker, A.D., A general framework for structural steganalysis of LSB replacement. Information Hiding Lecture Notes in Comput. Sci., vol. 3727, 2005, Springer, Berlin, Heidelberg, 296–311.
    • (2005) Information Hiding, Lecture Notes in Comput. Sci. , vol.3727 , pp. 296-311
    • Ker, A.D.1
  • 30
    • 15044364586 scopus 로고    scopus 로고
    • Locally linear discriminant analysis for multimodally distributed classes for face recognition with a single model image
    • [30] Kim, T.K., Kittler, J., Locally linear discriminant analysis for multimodally distributed classes for face recognition with a single model image. IEEE Trans. Pattern Anal. Mach. Intell. 27 (2005), 318–327.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , pp. 318-327
    • Kim, T.K.1    Kittler, J.2
  • 31
    • 0018998148 scopus 로고
    • Digital image enhancement and noise filtering by use of local statistics
    • [31] Lee, J.S., Digital image enhancement and noise filtering by use of local statistics. IEEE Trans. Pattern Anal. Mach. Intell. 2 (1980), 165–168.
    • (1980) IEEE Trans. Pattern Anal. Mach. Intell. , vol.2 , pp. 165-168
    • Lee, J.S.1
  • 32
    • 49949111194 scopus 로고    scopus 로고
    • Generalised category attack—Improving histogram-based attack on JPEG LSB embedding
    • Springer Berlin, Heidelberg
    • [32] Lee, K., Westfeld, A., Lee, S., Generalised category attack—Improving histogram-based attack on JPEG LSB embedding. Information Hiding Lecture Notes in Comput. Sci., vol. 4567, 2007, Springer, Berlin, Heidelberg, 378–391.
    • (2007) Information Hiding, Lecture Notes in Comput. Sci. , vol.4567 , pp. 378-391
    • Lee, K.1    Westfeld, A.2    Lee, S.3
  • 33
    • 84964991239 scopus 로고    scopus 로고
    • Testing Statistical Hypotheses
    • 3rd edition Springer
    • [33] Lehmann, E., Romano, J., Testing Statistical Hypotheses. 3rd edition, 2005, Springer.
    • (2005)
    • Lehmann, E.1    Romano, J.2
  • 34
    • 35048859775 scopus 로고    scopus 로고
    • An improved sample pairs method for detection of LSB embedding
    • Springer Berlin, Heidelberg
    • [34] Lu, P., Luo, X., Tang, Q., Shen, L., An improved sample pairs method for detection of LSB embedding. Information Hiding Lecture Notes in Comput. Sci., vol. 3200, 2005, Springer, Berlin, Heidelberg, 116–127.
    • (2005) Information Hiding, Lecture Notes in Comput. Sci. , vol.3200 , pp. 116-127
    • Lu, P.1    Luo, X.2    Tang, Q.3    Shen, L.4
  • 35
    • 0003456805 scopus 로고    scopus 로고
    • A Wavelet Tour of Signal Processing
    • 3rd edition Academic Press
    • [35] Mallat, S., A Wavelet Tour of Signal Processing. 3rd edition, 2008, Academic Press.
    • (2008)
    • Mallat, S.1
  • 36
    • 33847156891 scopus 로고    scopus 로고
    • Steganography and error-correcting codes
    • [36] Munuera, C., Steganography and error-correcting codes. Signal Process., Elsevier 87 (2007), 1528–1533.
    • (2007) Signal Process., Elsevier , vol.87 , pp. 1528-1533
    • Munuera, C.1
  • 37
    • 77955421242 scopus 로고    scopus 로고
    • Classification of steganalysis techniques: A study
    • [37] Nissar, A., Mir, A., Classification of steganalysis techniques: A study. Digit. Signal Proces., Elsevier 20 (2010), 1758–1770.
    • (2010) Digit. Signal Proces., Elsevier , vol.20 , pp. 1758-1770
    • Nissar, A.1    Mir, A.2
  • 38
    • 33646167860 scopus 로고    scopus 로고
    • Towards multi-class blind steganalyzer for JPEG images
    • Springer Berlin, Heidelberg
    • [38] Pevný, T., Fridrich, J., Towards multi-class blind steganalyzer for JPEG images. Digital Watermarking Lecture Notes in Comput. Sci., vol. 3710, 2005, Springer, Berlin, Heidelberg, 39–53.
    • (2005) Digital Watermarking, Lecture Notes in Comput. Sci. , vol.3710 , pp. 39-53
    • Pevný, T.1    Fridrich, J.2
  • 41
    • 27744553952 scopus 로고    scopus 로고
    • A Neyman–Pearson approach to statistical learning
    • [41] Scott, C., Nowak, R., A Neyman–Pearson approach to statistical learning. IEEE Trans. Inform. Theory 51 (2005), 3806–3819.
    • (2005) IEEE Trans. Inform. Theory , vol.51 , pp. 3806-3819
    • Scott, C.1    Nowak, R.2
  • 42
    • 14844361142 scopus 로고    scopus 로고
    • Rate-distortion optimized tree-structured compression algorithms for piecewise polynomial images
    • [42] Shukla, R., Dragotti, P., Do, M., Vetterli, M., Rate-distortion optimized tree-structured compression algorithms for piecewise polynomial images. IEEE Trans. Image Process. 14 (2005), 343–359.
    • (2005) IEEE Trans. Image Process. , vol.14 , pp. 343-359
    • Shukla, R.1    Dragotti, P.2    Do, M.3    Vetterli, M.4
  • 43
    • 0001217738 scopus 로고
    • The prisonersʼ problem and the subliminal channel
    • Springer, US
    • [43] Simmons, G., The prisonersʼ problem and the subliminal channel. Advances in Cryptology, 1984, Springer, US, 51–67.
    • (1984) Advances in Cryptology , pp. 51-67
    • Simmons, G.1
  • 44
    • 0017542211 scopus 로고
    • A necessary and sufficient condition for quantization errors to be uniform and white
    • [44] Sripad, A., Snyder, D., A necessary and sufficient condition for quantization errors to be uniform and white. IEEE Trans. Signal Process. 25 (1977), 442–448.
    • (1977) IEEE Trans. Signal Process. , vol.25 , pp. 442-448
    • Sripad, A.1    Snyder, D.2
  • 45
    • 84999896402 scopus 로고    scopus 로고
    • Steganalysis of LSB replacement in clipped images based on the heteroscedastic noise model, Signal Process., in press.
    • [45] T. Thai, F. Retraint, R. Cogranne, Steganalysis of LSB replacement in clipped images based on the heteroscedastic noise model, Signal Process., in press.
    • Thai, T.1    Retraint, F.2    Cogranne, R.3
  • 47
    • 0003998885 scopus 로고    scopus 로고
    • CRC Concise Encyclopedia of Mathematics
    • Chapman & Hall/CRC
    • [47] Weisstein, E.W., CRC Concise Encyclopedia of Mathematics. 2003, Chapman & Hall/CRC.
    • (2003)
    • Weisstein, E.W.1
  • 49
    • 70249094955 scopus 로고    scopus 로고
    • Quantization Noise: Roundoff Error in Digital Computation
    • Cambridge University Press Cambridge, UK
    • [49] Widrow, B., Kollár, I., Quantization Noise: Roundoff Error in Digital Computation. Signal Processing, Control, and Communications, 2008, Cambridge University Press, Cambridge, UK.
    • (2008) Signal Processing, Control, and Communications
    • Widrow, B.1    Kollár, I.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.