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Lossy Compression and Iterative
Reconstruction for Encrypted
Image

Presented By : Ganesh Gunjal
Guided by : Prof.Neeta A. Deshpande
Overview
• Introduction

• Literature Survey
• Proposed Scheme
• Conclusions and Future Scope

• References
Introduction
Literature Survey
Sr.No

Year

Author

Technique used

Description

1

1963

R.G. Gallgar

Low –density
parity –
check(LDPC)

Original binary image is
encrypted by adding
pseudorandom string and
encrypted data are compressed
by finding the syndromes with
respect to LDPC.

2

2004

M . Johnson &
P. Ishwar

Gaussian Sequence
(Lossy as well as
Lossless
Compression)

Performance of compressing
encrypted image data is as good
as compressing non encrypted
image data.

3

2008

R. Lazzereti &
M. Barni

Low –density
parity –
check(LDPC)

Used for lossless compression of
gray value as well as color
encrypted images.
Literature Survey Contd….
Sr.No

Year

Author

Technique used

Description

3

2008

D. Schonbarg

Turbo Codes

Most significant bits (MSB) of
gray value encrypted image are
compressed same technique can
be extended for video
compression.

4

2009

A. Kumar &
A. Makur

compressive
sensing
techniques

Used to achieve lossy
compression of encrypted image
data same algorithm can be
extended for joint
decompression and decryption.
The Proposed Scheme
Image Encryption
Compression
Compression Contd…..
Compression Contd…..
Compression Contd…..
Compression Contd…..
Image Reconstruction

Where
Conclusions and Future Scope
Proposed scheme compresses encrypted image.
Proposed scheme only shuffles pixel position .

Higher the compression ratio and smoother the original image
gives better quality reconstructed image.
In future lossy compression for encrypted image can be
implemented more secure methods.
References
[1] M. Johnson, P. Ishwar, V. M. Prabhakaran, D. Schonberg, and K.
Ramchandran, “On compressing encrypted data,” IEEE Trans. Signal
Process., vol. 52, no. 10, pt. 2, pp. 2992–3006, Oct. 2004.
[2] R. G. Gallager, “Low Density Parity Check Codes,” Ph.D.
dissertation, Mass. Inst. Technol., Cambridge, MA, 1963.

[3] D. Schonberg, S. C. Draper, and K. Ramchandran, “On blind
compression of encrypted correlated data approaching the source
entropy rate,” in Proc. 43rd Annu. Allerton Conf., Allerton, IL, 2005.
[4] R. Lazzeretti and M. Barni, “Lossless compression of encrypted
grey-level and color images,” in Proc.16th Eur. Signal Processing
Conf. (EUSIPCO 2008), Lausanne, Switzerland, Aug. 2008 [Online].
References Contd…..
[5]W. Liu, W. Zeng, L. Dong, and Q. Yao, “Efficient compression of
encrypted grayscale images,” IEEE Trans. Image Process., vol. 19, no. 4,
pp. 1097–1102, Apr. 2010.
[6] D. Schonberg, S. C. Draper, C. Yeo, and K. Ramchandran, “Toward
compression of encrypted images and video sequences,” IEEE Trans. Inf.
Forensics Security, vol. 3, no. 4, pp. 749–762, Dec. 2008.
[7] A. Kumar and A. Makur, “Lossy compression of encrypted image
by compressing sensing technique,” in Proc. IEEE Region 10
Conf.(TENCON 2009), 2009, pp. 1–6.

[8] T. Bianchi, A. Piva, and M. Barni, “Composite signal representation
for fast and storage-efficient processing of encrypted signals,” IEEE
Trans. Inf. Forensics Security, vol. 5, no. 1, pp. 180–187, Mar. 2010.
Thank You…..

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Presentation

  • 1. Lossy Compression and Iterative Reconstruction for Encrypted Image Presented By : Ganesh Gunjal Guided by : Prof.Neeta A. Deshpande
  • 2. Overview • Introduction • Literature Survey • Proposed Scheme • Conclusions and Future Scope • References
  • 4. Literature Survey Sr.No Year Author Technique used Description 1 1963 R.G. Gallgar Low –density parity – check(LDPC) Original binary image is encrypted by adding pseudorandom string and encrypted data are compressed by finding the syndromes with respect to LDPC. 2 2004 M . Johnson & P. Ishwar Gaussian Sequence (Lossy as well as Lossless Compression) Performance of compressing encrypted image data is as good as compressing non encrypted image data. 3 2008 R. Lazzereti & M. Barni Low –density parity – check(LDPC) Used for lossless compression of gray value as well as color encrypted images.
  • 5. Literature Survey Contd…. Sr.No Year Author Technique used Description 3 2008 D. Schonbarg Turbo Codes Most significant bits (MSB) of gray value encrypted image are compressed same technique can be extended for video compression. 4 2009 A. Kumar & A. Makur compressive sensing techniques Used to achieve lossy compression of encrypted image data same algorithm can be extended for joint decompression and decryption.
  • 14. Conclusions and Future Scope Proposed scheme compresses encrypted image. Proposed scheme only shuffles pixel position . Higher the compression ratio and smoother the original image gives better quality reconstructed image. In future lossy compression for encrypted image can be implemented more secure methods.
  • 15. References [1] M. Johnson, P. Ishwar, V. M. Prabhakaran, D. Schonberg, and K. Ramchandran, “On compressing encrypted data,” IEEE Trans. Signal Process., vol. 52, no. 10, pt. 2, pp. 2992–3006, Oct. 2004. [2] R. G. Gallager, “Low Density Parity Check Codes,” Ph.D. dissertation, Mass. Inst. Technol., Cambridge, MA, 1963. [3] D. Schonberg, S. C. Draper, and K. Ramchandran, “On blind compression of encrypted correlated data approaching the source entropy rate,” in Proc. 43rd Annu. Allerton Conf., Allerton, IL, 2005. [4] R. Lazzeretti and M. Barni, “Lossless compression of encrypted grey-level and color images,” in Proc.16th Eur. Signal Processing Conf. (EUSIPCO 2008), Lausanne, Switzerland, Aug. 2008 [Online].
  • 16. References Contd….. [5]W. Liu, W. Zeng, L. Dong, and Q. Yao, “Efficient compression of encrypted grayscale images,” IEEE Trans. Image Process., vol. 19, no. 4, pp. 1097–1102, Apr. 2010. [6] D. Schonberg, S. C. Draper, C. Yeo, and K. Ramchandran, “Toward compression of encrypted images and video sequences,” IEEE Trans. Inf. Forensics Security, vol. 3, no. 4, pp. 749–762, Dec. 2008. [7] A. Kumar and A. Makur, “Lossy compression of encrypted image by compressing sensing technique,” in Proc. IEEE Region 10 Conf.(TENCON 2009), 2009, pp. 1–6. [8] T. Bianchi, A. Piva, and M. Barni, “Composite signal representation for fast and storage-efficient processing of encrypted signals,” IEEE Trans. Inf. Forensics Security, vol. 5, no. 1, pp. 180–187, Mar. 2010.