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2016 | OriginalPaper | Buchkapitel

Design New Biorthogonal Wavelet Filter for Extraction of Blood Vessels and Calculate the Statistical Features

verfasst von : Yogesh M. Rajput, Ramesh R. Manza, Rathod D. Deepali, Manjiri B. Patwari, Manoj Saswade, Neha Deshpande

Erschienen in: Information Systems Design and Intelligent Applications

Verlag: Springer India

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Abstract

World health organization predicts that in year 2012 there are about 347 million people worldwide have diabetes, more than 80 % of diabetes deaths occur in different countries. WHO projects that diabetes will be the 7th major cause leading death in 2030. Diabetic Retinopathy caused by leakage of blood or fluid from the retinal blood vessels and it will damage the retina. For extraction of retinal blood vessels we have invent new wavelet filter. The proposed filter gives the good extraction result as compare to exiting wavelet filter. In proposed algorithm, we have extract the retinal blood vessels features like area, diameter, length, thickness, mean, tortuosity, and bifurcations. The proposed algorithm is tested on 1191 fundus images and achieves sensitivity of 98 %, specificity of 92 % and accuracy of 95 %.

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Literatur
1.
Zurück zum Zitat 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. 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.
2.
Zurück zum Zitat Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari, Neha Deshpande, “Retinal Blood Vessels Extraction Using 2D Median Filter”, Third National Conference on Advances in Computing (NCAC-2013), 5th to 6th March 2013, School of Computer Sciences, North Maharashtra University, Jalgaon-425001 (MS) India. Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari, Neha Deshpande, “Retinal Blood Vessels Extraction Using 2D Median Filter”, Third National Conference on Advances in Computing (NCAC-2013), 5th to 6th March 2013, School of Computer Sciences, North Maharashtra University, Jalgaon-425001 (MS) India.
3.
Zurück zum Zitat 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). 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).
4.
Zurück zum Zitat 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. 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.
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Zurück zum Zitat 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. 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.
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Zurück zum Zitat Manjiri B. Patwari, Dr. Ramesh R. Manza, Yogesh M. Rajput, Dr. Manoj Saswade, Dr. Neha K. Deshpande, “Personal Identification algorithm based on Retinal Blood Vessels Bifurcation”, 2014 International Conference on Intelligent Computing Applications, 978-1-4799-3966-4/14 © 2014 IEEE, doi:10.1109/ICICA.2014.51. Manjiri B. Patwari, Dr. Ramesh R. Manza, Yogesh M. Rajput, Dr. Manoj Saswade, Dr. Neha K. Deshpande, “Personal Identification algorithm based on Retinal Blood Vessels Bifurcation”, 2014 International Conference on Intelligent Computing Applications, 978-1-4799-3966-4/14 © 2014 IEEE, doi:10.​1109/​ICICA.​2014.​51.
7.
Zurück zum Zitat 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. 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.
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10.
Zurück zum Zitat Baochen Jiang, et. al, “Implementation of Biorthogonal Wavelet Transform Using Discrete Cosine Sequency Filter”, International Journal of Signal Processing, Image Processing and Pattern Recognition Vol. 6, No. 4, August, 2013. Baochen Jiang, et. al, “Implementation of Biorthogonal Wavelet Transform Using Discrete Cosine Sequency Filter”, International Journal of Signal Processing, Image Processing and Pattern Recognition Vol. 6, No. 4, August, 2013.
11.
Zurück zum Zitat “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. “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.
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Zurück zum Zitat “Understanding GUI using MATLAB for Students” By Ramesh Manza, Manjiri Patwari & Yogesh Rajput, Shroff Publisher & Distributer Pvt. Ltd., Navi Mumbai, April 2013. ISBN: 9789351109259. “Understanding GUI using MATLAB for Students” By Ramesh Manza, Manjiri Patwari & Yogesh Rajput, Shroff Publisher & Distributer Pvt. Ltd., Navi Mumbai, April 2013. ISBN: 9789351109259.
Metadaten
Titel
Design New Biorthogonal Wavelet Filter for Extraction of Blood Vessels and Calculate the Statistical Features
verfasst von
Yogesh M. Rajput
Ramesh R. Manza
Rathod D. Deepali
Manjiri B. Patwari
Manoj Saswade
Neha Deshpande
Copyright-Jahr
2016
Verlag
Springer India
DOI
https://doi.org/10.1007/978-81-322-2755-7_67

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