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Guided Filter Smoothing for Third Order Edge Mask

by G.J.Joyce Mary, A.rijuvana Begum
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 120 - Number 23
Year of Publication: 2015
Authors: G.J.Joyce Mary, A.rijuvana Begum
10.5120/21403-4424

G.J.Joyce Mary, A.rijuvana Begum . Guided Filter Smoothing for Third Order Edge Mask. International Journal of Computer Applications. 120, 23 ( June 2015), 36-42. DOI=10.5120/21403-4424

@article{ 10.5120/21403-4424,
author = { G.J.Joyce Mary, A.rijuvana Begum },
title = { Guided Filter Smoothing for Third Order Edge Mask },
journal = { International Journal of Computer Applications },
issue_date = { June 2015 },
volume = { 120 },
number = { 23 },
month = { June },
year = { 2015 },
issn = { 0975-8887 },
pages = { 36-42 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume120/number23/21403-4424/ },
doi = { 10.5120/21403-4424 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:07:00.669444+05:30
%A G.J.Joyce Mary
%A A.rijuvana Begum
%T Guided Filter Smoothing for Third Order Edge Mask
%J International Journal of Computer Applications
%@ 0975-8887
%V 120
%N 23
%P 36-42
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Images corrupted by the noise during either transmission or acquisition process. Filtering and or smoothing an important task to reduce the effect of noises that contaminates images. Hence the processed image is useful for further applications. This paper analyses the suitable smoothing filter for the edge mask derived using Third Order Difference Equation (TODE). State of the art edge preserving smoothing filters like non linear bilateral filter and linear guided filter is applied on different sample images after degrading them with Additive White Gaussian Noise(AWGN). Since AWGN is most common type of Gaussian noise useful for testing. Both second and third order edge mask is tested using these approaches. Performance metric such as MSE, PSNR and Entropy were computed. The results prove that the guided filter is best suited for the TODE edge mask.

References
  1. Rafael C. Gonzalez and Richard E. Woods,2001 Digital Image Processing.
  2. Mr. Avadhoot R. Telepatil, S. A. Patil,Mr. Vishal P. Paramane, A Survey on Median Filters for Removal of High Density Salt & Pepper Noise in Noisy Image, IOSR-JECE. pp 22-26.
  3. Ardeshir Goshtasby and Martin Satter. An Adaptive Window Mechanism for Image Smoothing.
  4. Chapter3, FILTERS, www. bioss. ac. uk/people/chris
  5. B. Thamotharan, M. Menaka, Sandhya Vaidyanathan,Sowmya Ravikumar, 2012, Survey on image processing in the field of de-noising techniques and edge detection techniques on radiographic images, Journal of Theoretical and Applied Information Technology, Vol. 41 No. 1,pp-26-34.
  6. Govindaraj. V, Sengottaiyan. G,2013, Survey of Image Denoising using Different Filters, IJSETR,Volume 2, Issue 2, ,pp. 344-351.
  7. Amita Kumari. Pankaj Dev Chadha, 2014 A Survey on Filtering Technique for Denoising Images in Digital Image Processing, International Journal of Advanced Research in Computer Science and Software Engineering, Volume 4, Issue 8, pp-612-614.
  8. T. Joel and R. Sivakumar, Despeckling of Ultrasound Medical Images: 2013 A Survey, Journal of Image and Graphics Vol. 1, No. 3, pp-161-165
  9. Vinh Hong, Henryk Palus, Dietrich Paulus, Edge Preserving Filters on Color Images,
  10. Faten A. Dawood, Rahmita W. Rahmat, Suhaini B. Kadiman, Lili N. Abdullah, Mohd D. Zamrin,2012, World Academy of Science, Engineering and Technology Vol:6 ,International Scholarly and Scientific Research & Innovation 6(9) pp-415-420
  11. Giuseppe Papari, Nicolai Petkov, and Patrizio Campisi, Artistic Edge and Corner Enhancing Smoothing,2007, IEEE Trans. on image processing, VOL. 16, NO. 10,pp-2449-2462.
  12. Michael Elad, 2002,On the origin of bilateral filter and the ways to improve it, IEEE trans. on image processing,Vol. 11,NO. 10,pp-1141-1151.
  13. Kaiming He, Jian Sun, Xiaoou Tang,2013, IEEE trans. on pattern analysis and machine intelligence, vol. 35, no. 6, pp-1397-1409
  14. Tianshuang Qiu, Aiqi Wang, Nannan Yu, and Aimin Song,2013, LLSURE: Local Linear SURE-Based Edge-Preserving Image Filtering, IEEE trans. on image processing, vol. 22, NO. 1.
  15. Gurjeet Kaur,Merge L0 minimization technique, 2015, International Journal of Advanced Research in Computer Science and Software Engineering,Vol. 5,Issue. 2,pp-857-861.
  16. Charles Boncelet,2005, "Image Noise Models" in Alan C. Bovik, Handbook of Image and Video Processing, ,pp397-409
  17. Chandrika Saxena, Prof. Deepak Kourav, 2014,Noises and Image Denoising Techniques: A Brief Survey, International Journal of Emerging Technology and Advanced Engineering, Volume 4, Issue 3,pp-878-885.
  18. Mohd Awais Farooque, Jayant S. Rohankar, 2013,Survey on various noises and techniques for denoising the color image, IJAIEM, Volume 2, Issue 11,pp-217-221.
  19. Rupinderpal Kaur, Rajneet Kaur,2013, Survey of De-noising Methods Using Filters and Fast Wavelet Transform, International Journal of Advanced Research in Computer Science and Software Engineering, Volume 3, Issue 2, pp-133-136.
  20. Pawan Patidar, Manoj Gupta, Sumit Srivastava, Ashok Kumar Nagawat,2010, Image De-noising by Various Filters for Different Noise,IJCA, Volume 9– No. 4,,pp-45-50
  21. James Church, Dr. Yixin Chen, and Dr. Stephen Rice, 2008,A Spatial Median Filter for Noise Removal in Digital Images, IEEE, pp. 618-623.
  22. Toran Lal Sahu, Mrs. Deepty Dubey, 2012,A Survey on Image Noises and Denoise Techniques, IJARCET, Volume 1, Issue 9, pp. 77-81.
  23. Kaiming He,Jian Sun,Xiaoou Tang, 2013,Guided Image Filtering, IEEE transaction on pattern analysis and machine intelligence,Vol. 35,No. 6,pp. 1397-1409.
  24. Chandrajit Pal,Amlan Chakrabarti,Ranjan Ghosh, 2015,A brief survey on recent edge preserving smoothing algoriths on digital images. Elsevier ,Procedia Computer Science.
  25. G. J. Joyce Mary,A. Rijuvana Begum, 2015, Edge Detection using Third Order Difference Equation: A New Dimension, Communications on Applied Electronics,vol. 1. No. 6,pp. 10-14.
  26. S. Asha, R. Rajesh Kanna, 2014,A Survey on Content Based Image Retrieval Based On Edge Detection, IJCSIT, Vol. 5 (6) , pp. 8272-8275.
  27. Akansha Mehrotra, Krishna Kant Singh, M. J. Nigam, 2012, A Novel Algorithm for Impulse Noise Removal and Edge Detection, International Journal of Computer Applications (0975 – 8887) Volume 38– No. 7,pp-30-34.
Index Terms

Computer Science
Information Sciences

Keywords

Edge detection Third Order Difference Equation (TODE) Edge Mask Smoothing Bilateral filter Guided Filter.

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