Source: Signal Processing, Vol. 125, pp , August 2016.

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Presentation transcript:

Reversible data hiding by adaptive group modification on histogram of prediction errors Source: Signal Processing, Vol. 125, pp. 315-328, August 2016. Authors: Reza Moradi Rad, KokSheik Wong, Jing-Ming Guo Speaker: Jia-Long Lin Date: 2017/11/23

Outline Related Work Proposed Scheme Experimental Results Conclusions - Checkerboard Based Prediction Proposed Scheme Experimental Results Conclusions

Related Work - CBP 23 26 27 42 41 37 36 35 33 27−36 < 23−33 NW N NE W X E SW S SE ⇒𝑋=𝑟𝑛𝑑 27+36 2 =31 𝑒=41−31=10

Related Work - CBP 23 26 27 42 31 37 36 35 33 26−31 > 23−27 NW N NE W X E SW S SE ⇒𝑋=𝑟𝑛𝑑 23+27 2 =25 𝑒=26−25=1

Proposed Scheme Secret :1101110000010000001 Secret : 110 1110 00001

Proposed Scheme -1 4 -2 8 -5 9 -4 1 -8 2 3 Host bins : ± 2 r ±8 𝑟=3 -1 4 -2 8 -5 9 -4 1 -8 2 3 Host bins : ± 2 r ±8 𝑟=3 Prediction Errors Secret :110 -1 4 -2 9 -5 10 -4 1 -8 2 8 3 8, −8, 8 ⇒(9, −8, 8)

Proposed Scheme -1 4 -2 9 -5 10 -4 1 -8 2 8 3 Host bins : ± 2 r ±4 𝑟=2 -1 4 -2 9 -5 10 -4 1 -8 2 8 3 Host bins : ± 2 r ±4 𝑟=2 Secret :1110 4, −4, −4 ⇒(5, −4, −5) -1 5 -2 10 -6 11 -4 1 -9 2 -5 8 3 Host bins : ± 2 r ±2 𝑟=1 Secret :00001 −2, 2, 2 ⇒(−3, 3, 2)

Proposed Scheme -1 6 -3 11 -7 12 -5 1 -10 3 -6 2 8 -4 -1 6 -3 11 -7 12 -5 1 -10 3 -6 2 8 -4 Host bins : ± 2 r 𝑟=0 Secret :00000 0, 0, 0 ⇒(1, 1, 1) 1 -1 7 -3 12 -7 13 -5 -10 3 -6 2 8 -4 1 -1 7 -3 12 -7 13 -5 2 -10 4 -6 3 9 -4 Secret :01 0, 0, 0 ⇒ 0, 0, 0

Proposed Scheme – Data extract 1 -1 7 -3 12 -7 13 -5 2 -10 4 -6 3 9 -4 0, 0, 0 ⇒ 0, 0, 0 Secret :01 1 -1 7 -3 12 -7 13 -5 2 -10 4 -6 8 -4 3 -1 6 -3 11 -7 12 -5 1 -10 3 -6 2 8 -4 1, 1, 1 ⇒ 0, 0, 0 … Secret :00000

Experimental Results Adaptive Group Modification (AGM)

Experimental Results Median Edge Detection (MED)

Experimental Results

References [11] W. Hong, T.Sh. Shiu, Ch.W. Chen, Reversible data hiding for high quality images using modification of prediction errors, J. Syst. Softw. 82 (2009) 1833–1842. [15] Zh. Ni, Y.Q. Shi, N. Ansari, W. Su, Reversible data hiding, IEEE Trans. Circuits Syst. VideoTechnol.16 (3) (2006) 354–362. [18] X. Li, B. Yang, T. Zeng, Efficient reversible watermarking based on adaptive prediction-error expansion and pixel selection, IEEE Trans. Image Process. 20 (12) (2011) 3524–3533. [20] K.S. Kim, M.J. Lee, H.Y. Lee, H.K. Lee, Reversible data hiding exploiting spatial correlation between sub-sampled images, Pattern Recognit. 42 (11) (2009) 3083–3096. [23] Zh. Zhao, H.Luo, Zh.M. Lu, J.Sh. Pan, Reversible data hiding based on multi level histogram modification and sequential recovery, AEU – Int. J.Electron.Commun.65(10)(2011)814–826. [30] De.Sh. Fu, Zh.J. Jing, S.G. Zhao, J. Fan, Reversible data hiding based on prediction – error histogram shifting and EMD mechanism, AEU – Int. J. Electron. Commun. 2014.

Conclusions Design the group modification methods for data embedded Minimize the shifting Use parameters to control the capacity and the image quality