Dr. Yogesh M. Rajput

@sig.ac.in

Assistant Professor, Symbiosis Institute of Geoinformatics
Symbiosis Institute of Geoinformatics, Pune



                    

https://researchid.co/yogeshrajput

RESEARCH INTERESTS

Biomedical Image Processing

13

Scopus Publications

396

Scholar Citations

14

Scholar h-index

18

Scholar i10-index

Scopus Publications

  • Offline Signature Verification Using Neural Network Technology
    Shivani Shukla, Ajay Mittal, Yogesh Rajput, Vidya Kumbhar, and T. P. Singh
    Springer Nature Singapore

  • The Development of a Tool for the Detection of Cotton Wool Spots, Haemorrhage, and Exudates Using Multi-resolution Analysis
    Yogesh Rajput, Sonali Gaikwad, Rajesh Dhumal, and Jyotsna Gaikwad
    Springer Nature Singapore

  • Machine Learning Applications in Depression Research: A Comprehensive Review and Analysis
    Omkar S. Bankar, Yogesh M. Rajput, Vidya Kumbhar, and T. P. Singh
    IEEE
    This research focuses on the analysis of the activity of the patients who are depressed (condition) and non-depressed (control) using a huge amount of time-series data which was collected using an actigraph watch (wristwatch), at every moment like zero activity, mean activity, etc. and classification of those by using machine learning models such as Decision Tree Classifier, Random Forest Classifier, and XGBoost algorithm. The primary objective was to determine the effectiveness of each algorithm in accurately classifying depression cases. The results of this research contribute to the growing body of knowledge surrounding the application of machine learning in mental health studies, particularly for depression.

  • Classification of Non-proliferative Diabetic Retinopathy in Terms of Dark and Bright Lesions Using Multi-layered Perceptron (MLP)
    Yogesh Rajput, Sonali Gaikwad, Rajesh Dhumal, and Jyotsna Gaikwad
    Springer Nature Singapore

  • Design New Wavelet Filter for Detection and Grading of Non-proliferative Diabetic Retinopathy Lesions
    Yogesh Rajput, Shaikh Abdul Hannan, Dnyaneshwari Patil, and Ramesh Manza
    Springer Singapore

  • Comparison with Evaluation of Intra Ocular Pressure Using Different Segmentation Techniques for Glaucoma Diagnosis
    Dnyaneshwari D. Patil, Ramesh R. Manza, Rakesh J. Ramteke, Yogesh Rajput, and Sanjay Harke
    Springer Singapore

  • Design and Development of New Algorithm for Person Identification Based on Iris Statistical Features and Retinal Blood Vessels Bifurcation Points
    Yogesh Rajput, Shaikh Abdul Hannan, Mohammad Eid Alzahrani, Dnyaneshwari Patil, and Ramesh Manza
    Springer Singapore

  • Association redetection of Regular insulin and NPH insulin using statistical features
    Anupriya K. Kamble, Ramesh R. Manza, Yogesh M. Rajput, and Shaikh Abdul Hannan
    IEEE
    Diabetes Mellitus (DM), commonly referred as diabetes is a disorder that most of the people suffer from and which also leads to death many of the times. Type 1, Type 2 and Gestational diabetes are the types of diabetes. The present study is of patients suffering from Type 1 DM. In Type 1 diabetes a patient has to take external insulin to maintain the blood glucose level (BGL). Insulin is a hormone produced in the pancreas which maintains the BGL of a person. BGL is responsible for a person's daily activity. Within a specified target range the blood glucose level has to be maintained. Thus the blood glucose monitoring helps one to link between blood glucose, food, exercise and insulin. The readings of the blood glucose level determine the best management strategy for diabetes. The complications occurring in diabetes reduces by maintaining good blood glucose control. Four to five types of insulin are available in which our focus is on Regular insulin and NPH insulin. Regular insulin is a short acting insulin and NPH insulin is an intermediate acting insulin. The association detection of first fifteen patients by doing statistical study has already been done in which no association was found. This study has been done on the next fifteen patients dataset, to verify same result are obtained or result differs from it.

  • Design new biorthogonal wavelet filter for extraction of blood vessels and calculate the statistical features
    Yogesh M. Rajput, Ramesh R. Manza, Rathod D. Deepali, Manjiri B. Patwari, Manoj Saswade, and Neha Deshpande
    Springer India

  • Secondary glaucoma diagnosis technique using retinal nerve fiber layer arteries
    Gangadevi C. Bedke, Ramesh R. Manza, Dnyaneshwari D. Patil, and Yogesh M. Rajput
    IEEE
    Glaucoma is an eye disease. In glaucoma retinal nerve fiber layers are damaged and if it is not treated earlier then it can cause permanent vision loss. This paper represents algorithm for detection of glaucoma using retinal nerve fiber layers. For this work we have used 2D median filter and HAAR wavelet transform methods. For this work we have also used Drishti-GS dataset which contains 101 glaucomatous images and HRF (High Resolution Fundus image) database. We have extracted the retinal nerve fiber layer Arteries. Then we have calculated its area and diameter. On the normal database we got the 100% result. We got 71.28% accuracy on glaucomatous images and when we have combined the normal and glaucomatous images then we got the 62.06% accuracy.

  • 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, and Pravin L. Yannawar
    IEEE
    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, and Neha Deshpande
    IEEE
    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.

  • Automated localization of Optic Disk, detection of microaneurysms and extraction of blood vessels to bypass angiography
    Patwari Manjiri, Manza Ramesh, Rajput Yogesh, Saswade Manoj, and Deshpande Neha
    Springer International Publishing

RECENT SCHOLAR PUBLICATIONS

  • Offline Signature Verification Using Neural Network Technology Check for updates
    S Shukla, A Mittal, Y Rajput, V Kumbhar, TP Singh
    Artificial Intelligence: Theory and Applications: Proceedings of AITA 2023 2024

  • Machine Learning Applications in Depression Research: A Comprehensive Review and Analysis
    OS Bankar, YM Rajput, V Kumbhar, TP Singh
    2023 International Conference on Integration of Computational Intelligent 2023

  • Offline Signature Verification Using Neural Network Technology
    S Shukla, A Mittal, Y Rajput, V Kumbhar, TP Singh
    International Conference on Artificial Intelligence on Textile and Apparel 2023

  • Classification of non-proliferative diabetic retinopathy in terms of dark and bright lesions using multi-layered perceptron (Mlp)
    Y Rajput, S Gaikwad, R Dhumal, J Gaikwad
    International Conference on Information and Communication Technology for 2023

  • The Development of a Tool for the Detection of Cotton Wool Spots, Haemorrhage, and Exudates Using Multi-resolution Analysis
    Y Rajput, S Gaikwad, R Dhumal, J Gaikwad
    International Conference on Network Security and Blockchain Technology, 299-310 2023

  • A Novel Method for Non-Proliferative Diabetic Retinopathy Disease Classification Using Image Processing Techniques
    Yogesh Rajput, Sonali Gaikwad, Rajesh Dhumal, Jyotsna Gaikwad
    NEUROQUANTOLOGY 20 (11), 8002-8011 2022

  • Person Identification System Based on Iris Patterns Using Statistical and Machine Learning Techniques
    Sonali Gaikwad, Jyotsna Gaikwad, Yogesh Rajput
    Neuroquantology Journal 20 (14), 784-790 2022

  • Design new wavelet filter for detection and grading of non-proliferative diabetic retinopathy lesions
    Y Rajput, SA Hannan, D Patil, R Manza
    Recent Trends in Image Processing and Pattern Recognition: Third 2021

  • Design and development of new algorithm for person identification based on iris statistical features and retinal blood vessels bifurcation points
    Y Rajput, SA Hannan, ME Alzahrani, D Patil, R Manza
    Recent Trends in Image Processing and Pattern Recognition: Second 2019

  • Comparison with Evaluation of Intra Ocular Pressure Using Different Segmentation Techniques for Glaucoma Diagnosis
    DD Patil, RR Manza, RJ Ramteke, Y Rajput, S Harke
    Recent Trends in Image Processing and Pattern Recognition: Second 2019

  • EEG-Based Emotion Recognition Using Different Neural Network and Pattern Recognition Techniques–A Review
    YM Rajput, AH Hannan, ME Alzahrani, RR Manza, DD Patil
    International Journal of Computer Sciences and Engineering 6 (9) 2018

  • Association redetection of regular insulin and NPH insulin using statistical features
    AK Kamble, RR Manza, YM Rajput, SA Hannan
    2016 International Conference System Modeling & Advancement in Research 2016

  • Review on Diagnosis of Diabetes in Pima Indians
    AKK Ramesh R. Manza, Yogesh M. Rajput
    IJCA Proceedings on National Conference on Digital Image and Signal 2016

  • Inner Iris Localization and Statistical Feature Extraction of CASIA and KVKR Databases
    YMR Ramesh R. Manza, Karbhari V. Kale
    IJCA Proceedings on National Conference on Digital Image and Signal 2016

  • Design New Biorthogonal Wavelet Filter for Extraction of Exudates from Fundus Images
    YMR Ramesh R. Manza, Deepali D. Rathod
    International Journal of Computer Applications 1 (NCDISP 2016 - Number 1), 1-5 2016

  • 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

  • Understanding Bio-Medical Image Processing Using MATLAB
    RR Manza, MB Patwari, YM Rajput, Deepali Rathod
    shroff publishers and distributors pvt. ltd 2016

  • Year of Publication: 2016
    SN Gawhale, RR Manza, YM Rajput
     2016

  • Results of Penetration Testing on different Windows Client Operating Systems
    SN Gawhale, RR Manza, YM Rajput
    International Journal of Computer Applications 975, 8887 2016

  • 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

MOST CITED SCHOLAR PUBLICATIONS

  • 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
    Citations: 28

  • 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
    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
    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
    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
    Citations: 25

  • Design new wavelet filter for detection and grading of non-proliferative diabetic retinopathy lesions
    Y Rajput, SA Hannan, D Patil, R Manza
    Recent Trends in Image Processing and Pattern Recognition: Third 2021
    Citations: 24

  • Automated localization of optic disk, detection of microaneurysms and extraction of blood vessels to bypass angiography
    P Manjiri, M Ramesh, R Yogesh, S Manoj, D Neha
    Proceedings of the 3rd International Conference on Frontiers of Intelligent 2015
    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
    Citations: 24

  • 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
    Citations: 23

  • Association redetection of regular insulin and NPH insulin using statistical features
    AK Kamble, RR Manza, YM Rajput, SA Hannan
    2016 International Conference System Modeling & Advancement in Research 2016
    Citations: 21

  • 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
    Citations: 20

  • 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
    Citations: 16

  • Design and Development of New Algorithm for person identification Based on Iris statistical features and Retinal blood Vessels Bifurcation points”” International Conference on
    Y Rajput, SA Hannan, ME Alzaharani, DPR Manza
    India
    Citations: 16

  • EEG-Based Emotion Recognition Using Different Neural Network and Pattern Recognition Techniques–A Review
    YM Rajput, AH Hannan, ME Alzahrani, RR Manza, DD Patil
    International Journal of Computer Sciences and Engineering 6 (9) 2018
    Citations: 14

  • Secondary glaucoma diagnosis technique using retinal nerve fiber layer arteries
    GC Bedke, RR Manza, DD Patil, YM Rajput
    2015 International Conference on Pervasive Computing (ICPC), 1-4 2015
    Citations: 13

  • Calculation of retinal blood vessels tortuosity by using image processing techniques and statistical techniques
    MB Patwari, RR Manza, YM Rajput, M Saswade, NK Deshpande, ...
    2nd International Conference on System Modeling & Advancement in Research 2013
    Citations: 12

  • 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
    Citations: 11

  • 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
    Citations: 11

  • Review on Diagnosis of Diabetes in Pima Indians
    AKK Ramesh R. Manza, Yogesh M. Rajput
    IJCA Proceedings on National Conference on Digital Image and Signal 2016
    Citations: 6

  • , 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
    Citations: 5