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Extraction of Cotton Wool Spot using Multi Resolution Analysis and Classification using K-Means Clustering

Published on April 2015 by Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari
journal_cover_thumbnail

National conference on Digital Image and Signal Processing
Foundation of Computer Science USA
DISP2015 - Number 1
April 2015
Authors: Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari
cccf6b63-5790-4038-84ad-1b726a80e6c1

Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari . Extraction of Cotton Wool Spot using Multi Resolution Analysis and Classification using K-Means Clustering. National conference on Digital Image and Signal Processing. DISP2015, 1 (April 2015), 6-10.

@article{
author = { Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari },
title = { Extraction of Cotton Wool Spot using Multi Resolution Analysis and Classification using K-Means Clustering },
journal = { National conference on Digital Image and Signal Processing },
issue_date = { April 2015 },
volume = { DISP2015 },
number = { 1 },
month = { April },
year = { 2015 },
issn = 0975-8887,
pages = { 6-10 },
numpages = 5,
url = { /proceedings/disp2015/number1/20476-3003/ },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Proceeding Article
%1 National conference on Digital Image and Signal Processing
%A Yogesh M. Rajput
%A Ramesh R. Manza
%A Manjiri B. Patwari
%T Extraction of Cotton Wool Spot using Multi Resolution Analysis and Classification using K-Means Clustering
%J National conference on Digital Image and Signal Processing
%@ 0975-8887
%V DISP2015
%N 1
%P 6-10
%D 2015
%I International Journal of Computer Applications
Abstract

Diabetic is one of the leading disease all over in the world. The patient who is suffer with the diabetic, they may cause the diabetic retinopathy. Diabetic retinopathy categorize into the no of lesions such as microaneurysms, hemorrhages, cotton wool spots and exudates. Cotton wool spots are caused by retinal nerve fiber layer microinfarcts. Detonated retinal ganglion cell axons extrude their axoplasm like toothpaste. Proposed algorithm is develop for extraction of cotton wool spot lesion from the fundus images. For extraction of this lesion we apply multi resolution analysis by using symlet wavelet on fundus images databases. Like STARE, DRIVE, DiarectDB0, DiarectDB1 & SASWADE. After extraction of the lesion we apply K-Means clustering algorithm for the classification. The proposed algorithm is achieves 92% accuracy for lesions extraction.

References
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  9. "Understanding MATLAB" By Karbhari Kale, Ramesh R. Manza, Ganesh R. Manza, Vikas T. Humbe, Pravin L. Yannawar, Shroff Publisher & Distributer Pvt. Ltd. , Navi Mumbai, April 2013. ISBN: 9789350237199.
  10. Patwari Manjiri, Manza Ramesh, Rajput Yogesh, Saswade Manoj, Deshpande Neha, "Automated Localization of Optic Disk, Detection of Microaneurysms and Extraction of Blood Vessels to Bypass Angiography", Springer, Advances in Intelligent Systems and Computing. ISBN: 978-3-319-11933-5, DOI: 10. 1007/978-3-319-11933-5_65. 2014.
  11. Deepali D. Rathod, Ramesh R. Manza, Yogesh M. Rajput, Manjiri B. Patwari, Manoj Saswade, Neha Deshpande", Localization of Optic Disc using HRF database", IEEE's International Conferences For Convergence Of Technology, Pune, India.
  12. Manjiri B. Patwari, Ramesh R. Manza, Yogesh M. Rajput, Manoj Saswade, Neha K. Deshpande, "Review on Detection and Classification of Diabetic Retinopathy Lesions Using Image Processing Techniques", International Journal of Engineering Research & Technology (IJERT), ISSN: 2278-0181, Vol. 2 Issue 10, October – 2013.
  13. Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari, Neha Deshpande, "Retinal Optic Disc Detection Using Speed Up Robust Features", National Conference on Computer & Management Science [CMS-13], April 25-26, 2013, Radhai Mahavidyalaya, Auarngabad-431003(MS India).
  14. Manjiri B. Patwari, Dr. Ramesh R. Manza, Dr. Manoj Saswade and Dr. Neha Deshpande, "A Critical Review of Expert Systems for Detection and Diagnosis of Diabetic Retinopathy", Ciit International Journal of Fuzzy Systems, February 2012, DOI: FS022012001 ISSN 0974-9721, 0974-9608.
  15. Manjiri B. Patwari, Ramesh R. Manza, Yogesh M. Rajput, Neha K. Deshpande, Manoj Saswade, "Extraction of the Retinal Blood Vessels and Detection of the Bifurcation Points", International Journal in Computer Application(IJCA), September 18, 2013. ISBN : 973-93-80877-61-7.
  16. Manjiri B. Patwari,Ramesh R. Manza, Yogesh M. Rajput, Manoj Saswade, Neha Deshpande, "Classification and Calculation of Retinal Blood vessels Parameters", IEEE's International Conferences For Convergence Of Technology, Pune, India.
  17. Manjiri B. Patwari, Dr. Ramesh R. Manza,Yogesh M. Rajput, Dr. Manoj Saswade, Dr. Neha K. Deshpande, "Automatic Detection of Retinal Venous Beading and Tortuosity by using Image Processing Techniques", International Journal in Computer Application(IJCA), February 2014, ISBN : 973-93-80880-06-7.
  18. Ramesh R. Manza, Manjiri Patwari, Yogesh M. Rajput, "Understanding GUI using MATLAB for Students", Shroff Publisher & Distributer Pvt. Ltd. , January 19, 2015. ISBN: 9789351109259.
Index Terms

Computer Science
Information Sciences

Keywords

Multi Resolution Analysis Cotton Wool Spot K-means Clustering