Detection of non-proliferative diabetic retinopathy lesions using wavelet and classification using kMeans clustering Yogesh M. Rajput, Ramesh R. Manza, Manjiri B. Patwari, Deepali D. Rathod, Prashant L. Borde, Pravin L. Yannawar 2015 International Conference on Communication Networks Iccn 2015, 2015 WHO 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. Non-proliferative diabetic retinopathy (NPDR) is an early stage of diabetic retinopathy and it is categorized into three stages they are mild, moderate and sever NPDR. The characteristic of the Mild; is specified by the presence of minimum microaneurysm, Moderate; specifies the presence of hemorrhages, microaneurysms, and hard exudates where as Severe; determine on the blockage of vessels, depriving several areas of the retina. With their blood supply. These areas of the retina send signals to the body to grow new blood vessels for nourishment. The proposed algorithm tested on online databases like STARE, DRIVE, DiarectDB0, DiarectDB1 and SASWADE (the database collected during the research work). The statistical techniques were applied on NPDR lesion and calculate the mean, variance, standard deviation, & correlation for classification. K-means clustering have been applied on the dataset with extracted features 95% of correct classification have been achieved.
Personal identification algorithm based on retinal blood vessels bifurcation Manjiri B. Patwari, Ramesh R. Manza, Yogesh M. Rajput, Manoj Saswade, Neha Deshpande Proceedings 2014 International Conference on Intelligent Computing Applications Icica 2014, 2014 Biometric identifiers are the unique, measurable characteristics used to tag and describe individuals. Physiological characteristics are related to the shape of the body. Examples of biometric identifications are, fingerprint, face, DNA, Palm print, hand geometry, iris recognition, and retina. Human retina is another source of biometric system which provides the most reliable and stable means of authentication. We propose a new algorithm for the detection and measurement of blood vessels of the retina and finding the bifurcation points of blood vessels for personal identification. A minutiae technique for finding bifurcation points of the extracted blood vessels and according to bifurcation points identifies the individual person. Performance of these techniques is tested using the database from Dr. Manoj Saswade and Dr. Neha Deshpande (300 Images). This algorithm achieves a true positive rate of 98%, false positive rate of 20%, and accuracy score of 0.9702 and also classification down through Statistical Techniques.
IMPACT AND EFFECTIVENESS OF ONLINE TEACHING METHODS AND PEDAGOGY MB Patwari, S Dubey, MSV Jagdale The Online Journal of Distance Education and e-Learning 11 (2) , 2023 2023
Classification and calculation of retinal blood vessels parameters MB Patwari, RR Manza, YM Rajput, DD Rathod, M Saswade, ... IEEE's international conferences for convergence of technology, Pune, India, 1-6 , 2016 2016 Citations: 23
Design New Biorthogonal Wavelet Filter for Extraction of Blood Vessels and Calculate the Statistical Features YM Rajput, RR Manza, RD Deepali, MB Patwari, M Saswade, ... Information Systems Design and Intelligent Applications: Proceedings of … , 2016 2016
Detection of non-proliferative diabetic retinopathy lesions using wavelet and classification using K-means clustering YM Rajput, RR Manza, MB Patwari, DD Rathod, PL Borde, PL Yannawar 2015 International Conference on Communication Networks (ICCN), 381-387 , 2015 2015 Citations: 17
Extraction of cotton wool spot using multi resolution analysis and classification using K-means clustering YM Rajput, RR Manza, MB Patwari Int J Comput Appl 975, 1-5 , 2015 2015 Citations: 12
, Localization of Optic Disc using HRF database DD Rathod, RR Manza, YM Rajput, MB Patwari, M Saswade, ... IEEE's International Conferences For Convergence Of Technology, Pune, India , 2015 2015 Citations: 5
Localization of optic disc and macula using multilevel 2-D wavelet decomposition based on haar wavelet transform DD Rathod, RR Manza, YM Rajput, MB Patwari, M Saswade, ... Int J Eng Res Technol IJERT 3 (7), 474-478 , 2014 2014 Citations: 11
Personal identification algorithm based on retinal blood vessels bifurcation MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande 2014 international conference on intelligent computing applications, 203-207 , 2014 2014 Citations: 26
Automatic detection of retinal venous beading and tortuosity by using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Comput. Appl 975, 8887 , 2014 2014 Citations: 24
Detection and counting the microaneurysms using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Appl. Inform. Syst 6, 11-17 , 2013 2013 Citations: 26
Review on detection and classification of diabetic retinopathy lesions using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, NK Deshpande International Journal of Engineering Research & Technology (IJERT), ISSN … , 2013 2013 Citations: 24
Retinal optic disc detection using speed up robust features YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference on Computer & Management Science [CMS-13] , 2013 2013 Citations: 27
Retinal blood vessels extraction using 2D median filter YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference in Advances in computing (NCAC’13) 5, 06 , 2013 2013 Citations: 23
Understanding GUI using MATLAB for Students R Manza, M Patwari, Y Rajput Shroff Publisher and Distributer Pvt. Ltd., Navi Mumbai , 2013 2013 Citations: 4
Calculation of retinal blood vessels tortuosity by using image processing techniques and statistical techniques MB Patwari, DRR Manza, YM Rajput, M Saswade, NK Deshpande, ... 2nd International Conference on System Modeling & Advancement in Research … , 2013 2013 Citations: 12
Extraction of the retinal blood vessels and detection of the bifurcation points MB Patwari, RR Manza, YM Rajput, NK Deshpande, M Saswade International Journal of Computer Applications 77 (2), 29-34 , 2013 2013 Citations: 26
A critical review of expert systems for detection and diagnosis of diabetic retinopathy MB Patwari, DRR Manza, DM Saswade, DN Deshpande Ciit International Journal of Fuzzy Systems, 0974-9608 , 2012 2012 Citations: 14
MOST CITED SCHOLAR PUBLICATIONS
Retinal optic disc detection using speed up robust features YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference on Computer & Management Science [CMS-13] , 2013 2013 Citations: 27
Personal identification algorithm based on retinal blood vessels bifurcation MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande 2014 international conference on intelligent computing applications, 203-207 , 2014 2014 Citations: 26
Detection and counting the microaneurysms using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Appl. Inform. Syst 6, 11-17 , 2013 2013 Citations: 26
Extraction of the retinal blood vessels and detection of the bifurcation points MB Patwari, RR Manza, YM Rajput, NK Deshpande, M Saswade International Journal of Computer Applications 77 (2), 29-34 , 2013 2013 Citations: 26
Automatic detection of retinal venous beading and tortuosity by using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Comput. Appl 975, 8887 , 2014 2014 Citations: 24
Review on detection and classification of diabetic retinopathy lesions using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, NK Deshpande International Journal of Engineering Research & Technology (IJERT), ISSN … , 2013 2013 Citations: 24
Classification and calculation of retinal blood vessels parameters MB Patwari, RR Manza, YM Rajput, DD Rathod, M Saswade, ... IEEE's international conferences for convergence of technology, Pune, India, 1-6 , 2016 2016 Citations: 23
Retinal blood vessels extraction using 2D median filter YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference in Advances in computing (NCAC’13) 5, 06 , 2013 2013 Citations: 23
Detection of non-proliferative diabetic retinopathy lesions using wavelet and classification using K-means clustering YM Rajput, RR Manza, MB Patwari, DD Rathod, PL Borde, PL Yannawar 2015 International Conference on Communication Networks (ICCN), 381-387 , 2015 2015 Citations: 17
A critical review of expert systems for detection and diagnosis of diabetic retinopathy MB Patwari, DRR Manza, DM Saswade, DN Deshpande Ciit International Journal of Fuzzy Systems, 0974-9608 , 2012 2012 Citations: 14
Extraction of cotton wool spot using multi resolution analysis and classification using K-means clustering YM Rajput, RR Manza, MB Patwari Int J Comput Appl 975, 1-5 , 2015 2015 Citations: 12
Calculation of retinal blood vessels tortuosity by using image processing techniques and statistical techniques MB Patwari, DRR Manza, YM Rajput, M Saswade, NK Deshpande, ... 2nd International Conference on System Modeling & Advancement in Research … , 2013 2013 Citations: 12
Localization of optic disc and macula using multilevel 2-D wavelet decomposition based on haar wavelet transform DD Rathod, RR Manza, YM Rajput, MB Patwari, M Saswade, ... Int J Eng Res Technol IJERT 3 (7), 474-478 , 2014 2014 Citations: 11
, Localization of Optic Disc using HRF database DD Rathod, RR Manza, YM Rajput, MB Patwari, M Saswade, ... IEEE's International Conferences For Convergence Of Technology, Pune, India , 2015 2015 Citations: 5
Understanding GUI using MATLAB for Students R Manza, M Patwari, Y Rajput Shroff Publisher and Distributer Pvt. Ltd., Navi Mumbai , 2013 2013 Citations: 4
IMPACT AND EFFECTIVENESS OF ONLINE TEACHING METHODS AND PEDAGOGY MB Patwari, S Dubey, MSV Jagdale The Online Journal of Distance Education and e-Learning 11 (2) , 2023 2023
Design New Biorthogonal Wavelet Filter for Extraction of Blood Vessels and Calculate the Statistical Features YM Rajput, RR Manza, RD Deepali, MB Patwari, M Saswade, ... Information Systems Design and Intelligent Applications: Proceedings of … , 2016 2016
