Skip to main content

2019 | OriginalPaper | Buchkapitel

Anti-forensics of a NAD-JPEG Detection Scheme Using Estimation of DC Coefficients

verfasst von : Arkaprava Bhaduri Mandal, Tanmoy Kanti Das

Erschienen in: Information Systems Security

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Bianchi et al. proposed a method to detect the non-aligned double JPEG (NAD-JPEG) compression using the presence of distortions in the Integer Periodicity Map (IPM) of DC coefficients of any JPEG image. However, we found that the IPM can be easily altered without affecting the visual quality of an image. In this paper, we propose a new anti-forensics scheme that alters the IPM to deceive the Bianchi et al. scheme. In our proposed method, a statistical model of the DC coefficients from singly compressed JPEG image is used to generate an estimated image which is free from quantization artifacts that are present in the IPM. The estimated image is subjected to NAD-JPEG compression. It was found that the DC values of NAD-JPEG image are no longer be the multiples of the corresponding primary quantization step size \(q_1\). As a result, the DCT coefficients do not cluster around the lattice related to the \(q_1\) and the IPM of the double JPEG compressed image seems to be the IPM of a singly compressed JPEG image. Experimental results show the effectiveness of the proposed anti-forensics scheme as the accuracy of the said forensics method get reduced to less than \(50\%\) in case of anti-forensically modified images.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Chu, X., Stamm, M.C., Chen, Y., Liu, K.J.R.: On antiforensic concealability with rate-distortion tradeoff. IEEE Trans. Image Process. 24(3), 1087–1100 (2015)MathSciNetCrossRef Chu, X., Stamm, M.C., Chen, Y., Liu, K.J.R.: On antiforensic concealability with rate-distortion tradeoff. IEEE Trans. Image Process. 24(3), 1087–1100 (2015)MathSciNetCrossRef
3.
5.
Zurück zum Zitat Fan, W., Wang, K., Cayre, F., Xiong, Z.: JPEG anti-forensics with improved tradeoff between forensic undetectability and image quality. IEEE Trans. Inf. Forensics Secur. 9(8), 1211–1226 (2014)CrossRef Fan, W., Wang, K., Cayre, F., Xiong, Z.: JPEG anti-forensics with improved tradeoff between forensic undetectability and image quality. IEEE Trans. Inf. Forensics Secur. 9(8), 1211–1226 (2014)CrossRef
6.
Zurück zum Zitat Fan, Z., de Queiroz, R.L.: Identification of bitmap compression history: JPEG detection and quantizer estimation. IEEE Trans. Image Process. 12(2), 230–235 (2003)CrossRef Fan, Z., de Queiroz, R.L.: Identification of bitmap compression history: JPEG detection and quantizer estimation. IEEE Trans. Image Process. 12(2), 230–235 (2003)CrossRef
7.
Zurück zum Zitat Farid, H.: A survey of image forgery detection. IEEE Signal Process. Mag. 2(26), 16–25 (2009)CrossRef Farid, H.: A survey of image forgery detection. IEEE Signal Process. Mag. 2(26), 16–25 (2009)CrossRef
8.
Zurück zum Zitat Huang, F., Huang, J., Shi, Y.Q.: Detecting double JPEG compression with the same quantization matrix. IEEE Trans. Inf. Forensics Secur. 5(4), 848–856 (2010)CrossRef Huang, F., Huang, J., Shi, Y.Q.: Detecting double JPEG compression with the same quantization matrix. IEEE Trans. Inf. Forensics Secur. 5(4), 848–856 (2010)CrossRef
10.
Zurück zum Zitat Li, H., Luo, W., Huang, J.: Anti-forensics of double JPEG compression with the same quantization matrix. Multimed. Tools Appl. 74(17), 6729–6744 (2015)CrossRef Li, H., Luo, W., Huang, J.: Anti-forensics of double JPEG compression with the same quantization matrix. Multimed. Tools Appl. 74(17), 6729–6744 (2015)CrossRef
11.
Zurück zum Zitat Lukáš, J., Fridrich, J.: Estimation of primary quantization matrix in double compressed JPEG images. In: Proceedings of DFRWS (2003) Lukáš, J., Fridrich, J.: Estimation of primary quantization matrix in double compressed JPEG images. In: Proceedings of DFRWS (2003)
12.
Zurück zum Zitat Luo, W., Huang, J., Qui, G.: JPEG error analysis and its applications to digital image forensics. IEEE Trans. Inf. Forensics Secur. 5(3), 480–491 (2010)CrossRef Luo, W., Huang, J., Qui, G.: JPEG error analysis and its applications to digital image forensics. IEEE Trans. Inf. Forensics Secur. 5(3), 480–491 (2010)CrossRef
13.
Zurück zum Zitat Milani, S., Tagliasacchi, M., Tubaro, S.: Discriminating multiple jpeg compression using first digit features. In: 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2253–2256, March 2012 Milani, S., Tagliasacchi, M., Tubaro, S.: Discriminating multiple jpeg compression using first digit features. In: 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2253–2256, March 2012
14.
Zurück zum Zitat Niu, Y., Li, X., Zhao, Y., Ni, R.: An enhanced approach for detecting double JPEG compression with the same quantization matrix. Sig. Process.: Image Commun. 76, 89–96 (2019) Niu, Y., Li, X., Zhao, Y., Ni, R.: An enhanced approach for detecting double JPEG compression with the same quantization matrix. Sig. Process.: Image Commun. 76, 89–96 (2019)
15.
Zurück zum Zitat Pevny, T., Fridrich, J.: Detection of double-compression in JPEG images for applications in steganography. IEEE Trans. Inf. Forensics Secur. 3(2), 247–258 (2008)CrossRef Pevny, T., Fridrich, J.: Detection of double-compression in JPEG images for applications in steganography. IEEE Trans. Inf. Forensics Secur. 3(2), 247–258 (2008)CrossRef
16.
Zurück zum Zitat Schaefer, G., Stich, M.: UCID: an uncompressed color image database. In: Yeung, M.M., Lienhart, R.W., Li, C.S. (eds.) Storage and Retrieval Methods and Applications for Multimedia 2004, vol. 5307, pp. 472–480, December 2003. https://doi.org/10.1117/12.525375 Schaefer, G., Stich, M.: UCID: an uncompressed color image database. In: Yeung, M.M., Lienhart, R.W., Li, C.S. (eds.) Storage and Retrieval Methods and Applications for Multimedia 2004, vol. 5307, pp. 472–480, December 2003. https://​doi.​org/​10.​1117/​12.​525375
19.
Zurück zum Zitat Taimori, A., Razzazi, F., Behrad, A., Ahmadi, A., Babaie-Zadeh, M.: Quantization-unaware double JPEG compression detection. J. Math. Imaging Vis. 54(3), 269–286 (2016)MathSciNetCrossRef Taimori, A., Razzazi, F., Behrad, A., Ahmadi, A., Babaie-Zadeh, M.: Quantization-unaware double JPEG compression detection. J. Math. Imaging Vis. 54(3), 269–286 (2016)MathSciNetCrossRef
Metadaten
Titel
Anti-forensics of a NAD-JPEG Detection Scheme Using Estimation of DC Coefficients
verfasst von
Arkaprava Bhaduri Mandal
Tanmoy Kanti Das
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-36945-3_17

Premium Partner