Impact Factor:6.549
 Scopus Suggested Journal: UNDER REVIEW for TITLE INCLUSSION

International Journal
of Computer Engineering in Research Trends (IJCERT)

Scholarly, Peer-Reviewed, Open Access and Multidisciplinary


Welcome to IJCERT

International Journal of Computer Engineering in Research Trends. Scholarly, Peer-Reviewed,Open Access and Multidisciplinary

ISSN(Online):2349-7084                 Submit Paper    Check Paper Status    Conference Proposal

Back to Current Issues

An Image representation using Compressive Sensing and Arithmetic Coding

Dr. Renuka Devi S M , , , ,
Affiliations
ECE Dept, GNITS, Hyderbad-500008
:10.22362/ijcert/2016/v3/i11/48908


Abstract
The demand for graphics and multimedia communication over intenet is growing day by day. Generally the coding efficiency achieved by CS measurements is below the widely used wavelet coding schemes (e.g., JPEG 2000). In the existing wavelet-based CS schemes, DWT is mainly applied for sparse representation and the correlation of DWT coefficients has not been fully exploited yet. To improve the coding efficiency, the statistics of DWT coefficients has been investigated. A novel CS-based image representation scheme has been proposed by considering the intra- and inter-similarity among DWT coefficients. Multi-scale DWT is first applied. The low- and high-frequency subbands of Multi-scale DWT are coded separately due to the fact that scaling coefficients capture most of the image energy. At the decoder side, two different recovery algorithms have been presented to exploit the correlation of scaling and wavelet coefficients well. In essence, the proposed CS-based coding method can be viewed as a hybrid compressed sensing schemes which gives better coding efficiency compared to other CS based coding methods.


Citation
Dr. Renuka Devi S M ," An Image representation using Compressive Sensing and Arithmetic Coding”, International Journal of Computer Engineering In Research Trends, 3(11):573-579,November-2016.


Keywords : Compressive sensing, Discrete wavelet tansform, Tree Structured wavelet CS, Basis Pursuit

References
[1]	Donoho D.L., “Compressed sensing,” IEEE Transac-tions on Information Theory, vol. 52, pp. 1289–1306, 2006.
[2]	Cand`es E. J.  and Wakin M. B. , “An introduction to compressive sampling,” IEEE Signal Processing Magazine, vol. 25, pp. 21–30, 2008.
[3]	Tropp, Joel A., and Stephen J. Wright. "Computational methods for sparse solution of linear inverse problems." Proceedings of the IEEE 98.6 (2010): 948-958. 
[4]	Candès E., Romberg J. and Tao T., “Robust uncertainty principles: Exact signal   reconstruction from highly incomplete frequency information,” IEEE Trans. Inform. Theory, vol. 52,no. 2, pp. 489–509, Feb. 2006.
[5]	J. A. Tropp and A. C. Gilbert, “Signal recovery from random measurements via orthogonal matching pur-suit,” IEEE Transactions on Information Theory, vol. 53, pp. 4655–4666, 2007.
[6]	D. L. Donoho, Y. Tsaig, I. Drori, and J.-L. Starck, “Sparse solution of underdetermined linear equations by stagewise orthogonal matching pursuit,” March 2006, preprint.
[7]	B. Efron, T. Hastie, I. Johnstone, and R. Tibshirani, “Least angle regression,” Annals of Statistics (with discussion), vol. 32,pp. 407–499, 2004.
[8]	[Online]. Available: http://www.cs.ubc.ca/~mpf/spgl1/
[9]	Deng C.W., Lin W. S., Lee B. S. and Lau C. T., “Robust image compression based upon compressive sensing,” in Proc. IEEE Int. Conf. Multimedia and Expo. (IC-ME’10), Jul. 2010, pp. 462–467.
[10]	Ji S. , Xue Y. , and  Carin L., “Bayesian compressive sensing,” IEEE Transactions on Signal Processing, vol. 56, 2008,  pp. 2346–2356.
[11]	Said A. and Pearlman W. A., “A new, fast, and efficient image codec based on set partitioning in hierarchical trees,” IEEE Transactions on Circuits and Systems for Video Technology, vol. 6, 1996,  pp. 243–250.
[12]	Pavithra V, Renuka Devi SMand Ganapathy Reddy Ch , "A survey of robust image coding techniques", IJCA (0975-8887),Volume No 71, No 5,May 2013,pp. 41-51
[13]	Pavithra V, Renuka Devi SM ‘An image representa-tion scheme by hybrid compressive sensing’ IEEE Asia Pacific Conference on Postgraduate Research in Microelectronics and Electronics (PrimeAsia),   19-21 December 2013


DOI Link : http://www.dx.doi.org/10.22362/ijcert/2016/v3/i11/48908

Download :
  V3I1102.pdf


Refbacks : There are currently no refbacks

Announcements


Authors are not required to pay any article-processing charges (APC) for their article to be published open access in Journal IJCERT. No charge is involved in any stage of the publication process, from administrating peer review to copy editing and hosting the final article on dedicated servers. This is free for all authors. 

News & Events


Latest issue :Volume 10 Issue 1 Articles In press

A plagiarism check will be implemented for all the articles using world-renowned software. Turnitin.


Digital Object Identifier will be assigned for all the articles being published in the Journal from September 2016 issue, i.e. Volume 3, Issue 9, 2016.


IJCERT is a member of the prestigious.Each of the IJCERT articles has its unique DOI reference.
DOI Prefix : 10.22362/ijcert


IJCERT is member of The Publishers International Linking Association, Inc. (“PILA”)


Emerging Sources Citation Index (in process)


IJCERT title is under evaluation by Scopus.


Key Dates


☞   INVITING SUBMISSIONS FOR THE NEXT ISSUE :
☞   LAST DATE OF SUBMISSION : 31st March 2023
☞  SUBMISSION TO FIRST DECISION :
In 7 Days
☞  FINAL DECISION :
IN 3 WEEKS FROM THE DAY OF SUBMISSION

Important Announcements


All the authors, conference coordinators, conveners, and guest editors kindly check their articles' originality before submitting them to IJCERT. If any material is found to be duplicate submission or sent to other journals when the content is in the process with IJCERT, fabricated data, cut and paste (plagiarized), at any stage of processing of material, IJCERT is bound to take the following actions.
1. Rejection of the article.
2. The author will be blocked for future communication with IJCERT if duplicate articles are submitted.
3. A letter regarding this will be posted to the Principal/Director of the Institution where the study was conducted.
4. A List of blacklisted authors will be shared among the Chief Editors of other prestigious Journals
We have been screening articles for plagiarism with a world-renowned tool: Turnitin However, it is only rejected if found plagiarized. This more stern action is being taken because of the illegal behavior of a handful of authors who have been involved in ethical misconduct. The Screening and making a decision on such articles costs colossal time and resources for the journal. It directly delays the process of genuine materials.

Citation Index


Citations Indices All
Citations 1026
h-index 14
i10-index 20
Source: Google Scholar

Acceptance Rate (By Year)


Acceptance Rate (By Year)
Year Rate
2021 10.8%
2020 13.6%
2019 15.9%
2018 14.5%
2017 16.6%
2016 15.8%
2015 18.2%
2014 20.6%

Important Links



Conference Proposal




DOI:10.22362/ijcert