Detection of Diabetic Retinopathy (DR) Severity from Fundus Photographs using Swin Transformer Rajasekhar Kommaraju, M. S. Anbarasi 8th International Conference on Recent Advances and Innovations in Engineering Empowering Computing Analytics and Engineering Through Digital Innovation Icraie 2023, 2023 One of the diseases related to the retina in the eyes is Diabetic Retinopathy (DR). It damages the capillaries of the retina, causes vision loss, and leads to permanent blindness if it is not identified & cured in the beginning. The severity level of DR can be segregated into five stages, called no DR, moderate DR, mild DR, severe DR, & proliferate DR. Generally, an experienced ophthalmologist can diagnose the stage of DR by examining the colored fundus pictures. But this manual diagnosis can be time-consuming and erratic. Our research aim is to design a framework which could automatically detect the stage of DR from the retinal fundus images. In this connection, we used a model of a swin transformer is used to detect the type of DR. We applied the Contrast Limited Adaptive Histogram Equalization (CLAHE) technique in image enhancement and random zoom, flip for data augmentation. CLAHE helps to improve the contrast and to reduce noise amplification. Proposed approach is tested on a publicly available dataset. Result shows that it outperforms some of the existing approaches.
Iot based vehicle (car) theft detection Rajasekhar Kommaraju, Rangachary Kommanduri, S. Rama Lingeswararao, Boyapati Sravanthi, Cherukumalli Srivalli Advances in Intelligent Systems and Computing, 2021 It is a foregone conclusion that property crimes will hit ten million. Among such, within the steal list, the vehicle is flat-top and sometimes controls entire components of the earth. There have been some recent technical advances and new strategies are being developed to overcome this downside. The ways involved in the detection of vehicle theft are noted for interference by some or everything, as well as shields. This research helps to prevent the vehicle stealing from third parties with the help of RFID card and authorized key. Here, RFID reader connected to the car and if anyone enter into car and they requires the card authorization. Keypads were connected to the engine and the authorized person can only enter into the car by pressing passwords. If the password is incorrect, buzzer will produce noise continuously. The proposed system gives the regular updates to the car owners regarding the location of car by using GPS technology.
Cryptographic pairing-free attribute based encryption International Journal of Recent Technology and Engineering, 2019
RECENT SCHOLAR PUBLICATIONS
An ensemble transfer learning metaheuristic optimization framework for detection of glioblastoma (GBM) R Kommaraju, KS Sujith, YSYG Kishore, A Narendra, PP Kumar, ... International Journal of Information Technology, 1-6 , 2025 2025
Diabetic retinopathy detection using convolutional neural network with residual blocks R Kommaraju, MS Anbarasi Biomedical signal processing and control 87, 105494 , 2024 2024 Citations: 38
Detection of diabetic retinopathy (DR) severity from fundus photographs using swin transformer R Kommaraju, MS Anbarasi 2023 IEEE 8th International Conference on Recent Advances and Innovations in … , 2023 2023 Citations: 4
Diabetic Retinopathy Detection Using Deep CNN Architecture and Medical Prescription R Kommaraju, N Haritha, P Yugala, M Pushpa, SY Reddy International Conference On Innovative Computing And Communication, 197-206 , 2023 2023 Citations: 1
Additive Penalized based Quantile Regression (APQR) for Predictive Analytics for Pandemic Data GS Arepalli, R Kommaraju, S Sikindar, YS Reddy, YM Reddy Mathematical Statistician and Engineering Applications 71 (3), 784–796-784–796 , 2022 2022
Real-time Face Mask Detection at Gateway Using OpenCV and IoT SM RajasekharKommaraju, Ch Humanvitha Sai Dharani International Conference on Intelligent Computing, Information and Control … , 2022 2022
Iot based vehicle (car) theft detection R Kommaraju, R Kommanduri, S Rama Lingeswararao, B Sravanthi, ... International Conference on Image Processing and Capsule Networks, 620-628 , 2020 2020 Citations: 12
Raspberry Pi Based Conversion of Text in the Images to Speech and Obstacle Identification YH Rajasekhar Kommaraju, Inampudi Venkata Sravani Jour of Adv Research in Dynamical & Control Systems 12 (Issue-02), 1367-1373 , 2020 2020
Cryptographic Pairing-Free Attribute Based Encryption VRJ Rajasekhar Kommaraju International Journal of Recent Technology and Eng (IJRTE) 8 (08) , 2019 2019
Feature Based Opinion Analysis of Chinese Mobile Reviews CSR K. Rajasekhar1, Ravi Kumar Saidala2, V. V. Krishna Reddy 3 International Journal for Research in Applied Science & Engineering … , 2017 2017
Collaborative Computation of Top-K Request Processing Over Unpredictable Data KR Kopuru. Anusri1 International Journal for Research in Applied Science & Engineering … , 2017 2017
Data Privacy Preserving using Random Grouping MKRS Edara Rudrani Devi INTERNAT IONAL JOURNAL FOR DEVELOPMENT OF COMPUTER SCIENCE & TECHNOLOGY 1 … , 2013 2013
MOST CITED SCHOLAR PUBLICATIONS
Diabetic retinopathy detection using convolutional neural network with residual blocks R Kommaraju, MS Anbarasi Biomedical signal processing and control 87, 105494 , 2024 2024 Citations: 38
Iot based vehicle (car) theft detection R Kommaraju, R Kommanduri, S Rama Lingeswararao, B Sravanthi, ... International Conference on Image Processing and Capsule Networks, 620-628 , 2020 2020 Citations: 12
Detection of diabetic retinopathy (DR) severity from fundus photographs using swin transformer R Kommaraju, MS Anbarasi 2023 IEEE 8th International Conference on Recent Advances and Innovations in … , 2023 2023 Citations: 4
Diabetic Retinopathy Detection Using Deep CNN Architecture and Medical Prescription R Kommaraju, N Haritha, P Yugala, M Pushpa, SY Reddy International Conference On Innovative Computing And Communication, 197-206 , 2023 2023 Citations: 1
An ensemble transfer learning metaheuristic optimization framework for detection of glioblastoma (GBM) R Kommaraju, KS Sujith, YSYG Kishore, A Narendra, PP Kumar, ... International Journal of Information Technology, 1-6 , 2025 2025
Additive Penalized based Quantile Regression (APQR) for Predictive Analytics for Pandemic Data GS Arepalli, R Kommaraju, S Sikindar, YS Reddy, YM Reddy Mathematical Statistician and Engineering Applications 71 (3), 784–796-784–796 , 2022 2022
Real-time Face Mask Detection at Gateway Using OpenCV and IoT SM RajasekharKommaraju, Ch Humanvitha Sai Dharani International Conference on Intelligent Computing, Information and Control … , 2022 2022
Raspberry Pi Based Conversion of Text in the Images to Speech and Obstacle Identification YH Rajasekhar Kommaraju, Inampudi Venkata Sravani Jour of Adv Research in Dynamical & Control Systems 12 (Issue-02), 1367-1373 , 2020 2020
Cryptographic Pairing-Free Attribute Based Encryption VRJ Rajasekhar Kommaraju International Journal of Recent Technology and Eng (IJRTE) 8 (08) , 2019 2019
Feature Based Opinion Analysis of Chinese Mobile Reviews CSR K. Rajasekhar1, Ravi Kumar Saidala2, V. V. Krishna Reddy 3 International Journal for Research in Applied Science & Engineering … , 2017 2017
Collaborative Computation of Top-K Request Processing Over Unpredictable Data KR Kopuru. Anusri1 International Journal for Research in Applied Science & Engineering … , 2017 2017
Data Privacy Preserving using Random Grouping MKRS Edara Rudrani Devi INTERNAT IONAL JOURNAL FOR DEVELOPMENT OF COMPUTER SCIENCE & TECHNOLOGY 1 … , 2013 2013
