Dr.Jayantkumar A Rathod

@atme.edu.in

Professor , Department of CSE
ATME College of Engineering , Mysore

Dr.Jayantkumar A Rathod


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https://researchid.co/jayantresearch

EDUCATION

B.E., M.Tech., Ph.D in CSE

RESEARCH, TEACHING, or OTHER INTERESTS

Computer Science, Computer Networks and Communications, Artificial Intelligence, Information Systems
13

Scopus Publications

99

Scholar Citations

4

Scholar h-index

4

Scholar i10-index

Scopus Publications

  • Secure and efficient message transmission in MANET using hybrid cryptography and multipath routing technique
    Jayantkumar A. Rathod, Manjunath Kotari
    Multimedia Tools and Applications, 2025
  • Correction to: Secure and efficient message transmission in MANET using hybrid cryptography and multipath routing technique (Multimedia Tools and Applications, (2024), 84, 13, (12633-12656), 10.1007/s11042-024-19542-9)
    Jayantkumar A. Rathod, Manjunath Kotari
    Multimedia Tools and Applications, 2025
  • Monitoring Vehicle Emissions Through Intelligent Transportation Systems for Smart City Development: Emission-Aware Mobility
    Asha Bharathi S., Jayantkumar A. Rathod, S. Thenmozhi, Sachin Upadhye, S. Kiruba, M. Kumar
    AI Cybersecurity and Next Generation Mobility in Smart Cities, 2025
    This chapter explores the integration of vehicle emission monitoring within intelligent transport systems (ITS) to support the development of a permanent smart city. The real-time data enables the continuous monitoring and control of vehicles by taking advantage of data analytics, IoT sensors, and advanced traffic management technologies. Systems that improve air quality, urban planning, and environmentally friendly mobility solutions have been explored in this chapter. Case studies and emerging innovations are presented to highlight practical implementation and challenges. The future urban ecosystems are emphasized as data-driven policy-making, civil engagement, cross-sector cooperation, and status-comprehensive awareness.
  • Multi-Pose Virtual Try-on with Identity and Clothing Detail Preservation Using ResNet, VGG19 and MobileNet
    Jayantkumar A Rathod, Anusha N T, Jahnavi V, Jayaprakash P, Vimalkumar U R, Shwetha G K
    2nd International Conference on Electronics Computing Communication and Control Technology Iceccc 2025, 2025
    This study presents a state-of-the-art high-resolution Virtual Try-On (VITON) system that uses deep learning and GANs to produce lifelike photos of individuals wearing specific clothing. In contrast to conventional techniques, our method uses a high-capacity conditional GAN framework, alignment-aware normalization, and sophisticated segmentation to improve visual quality. Important elements include an ALIAS generator to preserve texture details, U2-Net for accurate segmentation, and MediaPipe for real-time posture estimation. According to a comparison analysis, MobileNet is the best backbone in terms of both quality and efficiency. Superior realism is confirmed by evaluations on the VITON-HD dataset, which makes the system perfect for AR applications and online fashion shopping. Pose customization and texture refining are possible future developments.
  • TriChain: Kangaroo-Based Intrusion Detection for Secure Multipath Route Discovery and Route Maintenance in MANET Using Advanced Routing Protocol
    Jayantkumar A. Rathod, Manjunath Kotari
    International Journal of Computer Networks and Applications, 2024
    – Several practical applications are combined in a new paradigm known as 5G-based mobile ad hoc networks (MANET) with cloud. Numerous existing works perform trust assessment, intrusion detection, and route discovery to improve secure data transmission in MANET. Route maintenance was not carried out in several of the existing works, and the absence of enumerating link status and node reliability during route maintenance results in link failure and increases packet loss. By considering the existing issues, a novel Kangaroo-based intrusion detection system was proposed to eliminate malicious nodes from the network using Bidirectional-Long Short-Term Memory (Bi-LSTM). This increases data transmission security. For graphical user authentication, encryption based on ASCII values of the Reflection tree (E-ART algorithm) is employed. In this paper, a divide well merge algorithm was implemented, which is a better approach for hierarchical clustering. This method consists of two phases: a Division and Merging phase. The effective route identification and route maintenance in MANET are implemented by using an Advanced Ad-hoc On-demand Distance Vector Protocol (Advanced AODV), which discovers the route using the Fire Hawk Optimization Algorithm (FHO) to obtain optimal multipath by contemplating trust, node connectivity, throughput, node degree, bandwidth, energy and distance where this protocol offers loop-free operation and enhance its scalability to numerous numbers of terminals. In this way, route discovery and route maintenance are established to enhance secure data transmission, thereby reducing packet loss. The modified blockchain called TriChain is proposed for enhancing data transmission security. For the Proof of Work based on Reputation (PoWR) consensus algorithm is used to reduce transaction confirmation latency and block creation time thereby increasing security. In this way, route discovery and route maintenance are established to enhance secure data transmission thereby reducing packet loss. The proposed work is evaluated using detection rate, energy consumption, packet delivery rate, throughput, authentication rate and delay.
  • Plant Leaf Disease Detection using Machine Learning
    15th International Conference on Advances in Computing Control and Telecommunication Technologies Act 2024, 2024
  • Efficient Message Transmission Using Hybrid Cryptography
    Jayanthkumar A Rathod, Chandana PT, Keerthana G, Shwetha R Sharma, Swetha S
    2nd IEEE International Conference on Advances in Information Technology Icait 2024 Proceedings, 2024
    Emerging technologies like wireless mobile ad-hoc networks are safeguarded by a range of systems, including firewalls and antivirus software. There is no infrastructure or centralized server for managing many networks in the MANET. MANET are comprised of a collection of mobile nodes that are wirelessly connected inside an autonomous, self-healing network that does not rely on a permanent infrastructure. Every node acts as a router, sending traffic to other designated nodes within the network. Ensuring the security and privacy of sent messages is crucial in today's digital environment. In this research, a new method for effective message delivery using hybrid cryptography approaches is presented. Hybrid cryptography combines the finest aspects of symmetric and asymmetric encryption algorithms to achieve efficiency and security simultaneously. This paper discusses the deployment of a secure communication protocol that uses the hybrid cryptography approach. By ensuring end-to- end encryption and authentication, this protocol protects the confidentiality and integrity of messages that are sent. To ensure security over time, the system also includes procedures for key exchange, revocation, and upgrading. The effectiveness and efficiency of the suggested solution are shown through performance assessments and comparisons with current cryptographic techniques. The outcomes show that, while retaining a high degree of security, the hybrid cryptography strategy greatly lowers computing overhead and improves message transmission efficiency. All things considered, this research advances the state of the art in secure communication systems and provides a workable method for safeguarding sensitive data in a variety of applications.
  • Blockchain-Based Vaccination Record Tracking System
    Shwetha G K, Jayantkumar A Rathod, Naveen G, Mounesh Arkachari, Pushparani M K
    International Journal of Advanced Computer Science and Applications, 2024
    Blockchain technology is basically a decentralized database maintained by applicable parties and has been extensively used in colorful scripts similar as logistics and finance. In terms of operations in the medical field, it's getting increasingly important because the case's symptoms may be related to a certain vaccine. Whether the case has been vaccinated with this vaccine will lead to different individual results by the croaker. This study proposes a traceable blockchain-grounded vaccination record storehouse and sharing system. In the proposed system, the case gets the vaccination at any legal clinic and the VR can be saved accompanied by the hand into the blockchain center, which ensures traceability. When the case visits the sanitarium for treatment, the croaker can gain the details of the VR from the blockchain center and also make an opinion. The security of the proposed system will be defended by the programmed smart contracts. The proper record storage after encryption will ensure data privacy, integrity and security. Blockchain tracebility uses block-chain technology to record the movement of a product in the supply chain.
  • Transforming Education with Innovative Virtual Learning Environments
    G K Shwetha, Pratham S Shetty, Samarth N Baliga, Jayant Kumar A Rathod, C Divya
    IEEE International Conference on Recent Advances in Science and Engineering Technology Icraset 2024, 2024
    There are several issues with traditional schooling, including poor student participation, rigid scheduling, and restricted accessibility. We require a cutting-edge virtual classroom management system that uses technology to create a dynamic and engaging learning environment in order to solve these problems. The Innovative Virtual Learning Environments is a modern web-based application developed using the MERN stack (MongoDB, Express.js, React.js, Node.js). It offers a dynamic virtual learning environment, bridging the gap between traditional and remote education by providing features like live video lectures, chat messaging, assignment submissions. By enabling remote attendance, the system removes geographical constraints, enhances accessibility, and offers flexibility and convenience to educators and students. It aims to lower education costs, making high-quality education more affordable and accessible. Utilizing modern web development tools and real-time communication protocols like WebSocket’s or WebRTC, the system ensures a interactive and engaging learning experience, promoting teamwork, personalized learning, and real-time communication. The objective is to foster an environment of active learning and continuous interaction, so equipping our users with the critical thinking, creativity, and problem-solving skills necessary to thrive in an increasingly digital and interconnected world.
  • Diabetic Retinopathy Prediction using Modified Inception V3 Model Structure
    International Journal of Intelligent Systems and Applications in Engineering, 2023
  • A Novel Framework for Network Based Secure Message Transmission Based on Fragmentation and Cryptography
    Jayantkumar A Rathod, Manjunath Kotari
    4th International Conference on Circuits Control Communication and Computing I4c 2022, 2022
  • Driver Drowsiness Detection System Based on Visual Features
    Fouzia, R. Roopalakshmi, Jayantkumar A. Rathod, Ashwitha S. Shetty, K. Supriya
    Proceedings of the International Conference on Inventive Communication and Computational Technologies Icicct 2018, 2018
  • Design of Speech Based Ground Control Station for Controlling the Micro Air Vehicles
    Babu S. Mallesh, H. Lokesha, S. Veena, Jayantkumar A. Rathod
    Proceedings 2015 5th International Conference on Advances in Computing and Communications Icacc 2015, 2016

RECENT SCHOLAR PUBLICATIONS

  • Deep Learning for Traffic Safety:A YOLOv5 Approach for Helmet and Number Plate Recognition
    S Shetty J, B N, J D R, S K, M H R, JA Rathod
    2025 2nd Asia Pacific Conference on Innovation in Technology (APCIT … , 2026
    2026
  • Monitoring Vehicle Emissions Through Intelligent Transportation Systems for Smart City Development
    A Bharathi S., JA Rathod, S Thenmozhi, S Upadhye, S Kiruba, M Kumar
    IGI Global Book : AI, Cybersecurity, and Next-Generation Mobility in … , 2025
    2025
  • Multi-Pose Virtual Try-on with Identity and Clothing Detail Preservation Using ResNet, VGG19 and MobileNet
    JA Rathod, NT Anusha, V Jahnavi, P Jayaprakash, UR Vimalkumar, ...
    2025 International Conference on Electronics, Computing, Communication and … , 2025
    2025
  • Secure and efficient message transmission in MANET using hybrid cryptography and multipath routing technique
    JA Rathod, M Kotari
    Multimedia Tools and Applications 84 (13), 12633-12656 , 2025
    2025
    Citations: 17
  • Transforming Education with Innovative Virtual Learning Environments
    GK Shwetha, PS Shetty, SN Baliga, JKA Rathod, C Divya
    2024 International Conference on Recent Advances in Science and Engineering … , 2024
    2024
    Citations: 2
  • Efficient Message Transmission Using Hybrid Cryptography
    JA Rathod, C PT, K G, SR Sharma, S S
    IEEE Xplore 1 (4) , 2024
    2024
    Citations: 2
  • Blockchain-Based Vaccination Record Tracking System
    PMK Shwetha G K , Jayantkumar A Rathod, Naveen G, Mounesh Arckchari
    International Journal of Computer Science and Applications 15 (No.8), 753-759 , 2024
    2024
    Citations: 1
  • Plant Leaf Disease Detection using Machine Learning.
    JK Rathod, MR Nandan
    Grenze International Journal of Engineering & Technology (GIJET) 10 , 2024
    2024
    Citations: 1
  • Optimized Heart Disease Prediction through Fuzzy Rough Set based Missing Data Imputation Techniques
    SGK Jayantkumar A Rathod D. Cenitta ,R. Vijaya Arjunan , N Arul , Bhargav J ...
    J. Electrical Systems 20 (1), 3919-3931 , 2024
    2024
  • TriChain: Kangaroo-based intrusion detection for secure multipath route discovery and route maintenance in MANET using advanced routing protocol
    JA Rathod, M Kotari
    International Journal of Computer Networks and Applications 11 (1), 61-81 , 2024
    2024
    Citations: 10
  • Automatic Image Segmentation for the Detection of Illness in Cash Crops Extended Data Set Method & Deep Learning
    S Jayantkumar Rathod , Abhishek , Bhuvana , Sathwik U Shetty
    International Journal of Advanced Research in Science, Communication and … , 2023
    2023
  • A Novel Framework for Network Based Secure Message Transmission Based on Fragmentation and Cryptography
    MK Jayantkumar A Rathod
    IEEE Xplore 979 (10.1109/I4C57141.2022.10057754), 310-314 , 2023
    2023
    Citations: 1
  • Diabetic Retinopathy Prediction using Modified Inception V3 Model Structure
    PKL GK Shwetha, Udaya Kumar Reddy KR, Jayantkumar A Rathod, BP Sathyaprakash
    International Journal of Intelligent Systems and Applications in Engineering … , 2023
    2023
    Citations: 3
  • Lifestream: An Android application for blood donors and recipients that comprises of search, calling and live tracking.
    SS Ramyashree Shetty, Jayantkumar A Rathod, Nikhil S Acharya, Amarjit Yanglem
    INTERNATIONAL JOURNAL OF INNOVATIVE RESEARCH IN TECHNOLOGY 9 (2), 708-714 , 2022
    2022
  • A Review on Employee Attrition using Machine Learning
    PP Vishal Amin , Jayantkumar A Rathod, Kshma , Mayuresh Kunder
    International Research Journal of Modernization in Engineering Technology … , 2021
    2021
  • Active Prediction of Heart Disease using Techniques of Hybrid Machine Learning
    RT Jayantkumar A. Rathod, Apoorva R, M. Ramakrishna, Gowthami H R
    International Journal of Engineering and Advanced Technology (IJEAT) 9 (5 … , 2020
    2020
  • Sentiment Analysis of Smartphone Product Reviews Using Weightage Calculation
    JA Rathod, S Vignesh, AJ Shetty
    Advances in Computing and Intelligent Systems, 427-437 , 2020
    2020
  • Driver drowsiness detection system based on visual features
    R Roopalakshmi, JA Rathod, AS Shetty, K Supriya
    2018 Second International Conference on Inventive Communication and … , 2018
    2018
    Citations: 45
  • Detection of diabetic retinopathy using support vector machine (SVM)
    S Shetty, KB Kari, JA Rathod
    Int. J. Emerg. Technol. Comput. Sci. Electron 23, 207-21 , 2016
    2016
    Citations: 11
  • Design of Speech Based Ground Control Station for Controlling the Micro Air Vehicles
    S Mallesh Babu, H Lokesha, S Veena, JA Rathod
    2016

MOST CITED SCHOLAR PUBLICATIONS

  • Driver drowsiness detection system based on visual features
    R Roopalakshmi, JA Rathod, AS Shetty, K Supriya
    2018 Second International Conference on Inventive Communication and … , 2018
    2018.0
    Citations: 45
  • Secure and efficient message transmission in MANET using hybrid cryptography and multipath routing technique
    JA Rathod, M Kotari
    Multimedia Tools and Applications 84 (13), 12633-12656 , 2025
    2025.0
    Citations: 17
  • Detection of diabetic retinopathy using support vector machine (SVM)
    S Shetty, KB Kari, JA Rathod
    Int. J. Emerg. Technol. Comput. Sci. Electron 23, 207-21 , 2016
    2016.0
    Citations: 11
  • TriChain: Kangaroo-based intrusion detection for secure multipath route discovery and route maintenance in MANET using advanced routing protocol
    JA Rathod, M Kotari
    International Journal of Computer Networks and Applications 11 (1), 61-81 , 2024
    2024.0
    Citations: 10
  • Diabetic Retinopathy Prediction using Modified Inception V3 Model Structure
    PKL GK Shwetha, Udaya Kumar Reddy KR, Jayantkumar A Rathod, BP Sathyaprakash
    International Journal of Intelligent Systems and Applications in Engineering … , 2023
    2023.0
    Citations: 3
  • Design of speech based ground control station for controlling the micro air vehicles
    BS Mallesh, H Lokesha, S Veena, JA Rathod
    2015 Fifth International Conference on Advances in Computing and … , 2015
    2015.0
    Citations: 3
  • Mr. Lokesha H, Mrs. Veena S, Mr. Jayantkumar. A. Rathod,“Controlling the Micro Air Vehicle through voice instructions”
    S Mallesh Babu
    International Journal of Computer Engineering and Technology (IJCET), ISSN … , 0
    Citations: 3
  • Transforming Education with Innovative Virtual Learning Environments
    GK Shwetha, PS Shetty, SN Baliga, JKA Rathod, C Divya
    2024 International Conference on Recent Advances in Science and Engineering … , 2024
    2024.0
    Citations: 2
  • Efficient Message Transmission Using Hybrid Cryptography
    JA Rathod, C PT, K G, SR Sharma, S S
    IEEE Xplore 1 (4) , 2024
    2024.0
    Citations: 2
  • Blockchain-Based Vaccination Record Tracking System
    PMK Shwetha G K , Jayantkumar A Rathod, Naveen G, Mounesh Arckchari
    International Journal of Computer Science and Applications 15 (No.8), 753-759 , 2024
    2024.0
    Citations: 1
  • Plant Leaf Disease Detection using Machine Learning.
    JK Rathod, MR Nandan
    Grenze International Journal of Engineering & Technology (GIJET) 10 , 2024
    2024.0
    Citations: 1
  • A Novel Framework for Network Based Secure Message Transmission Based on Fragmentation and Cryptography
    MK Jayantkumar A Rathod
    IEEE Xplore 979 (10.1109/I4C57141.2022.10057754), 310-314 , 2023
    2023.0
    Citations: 1
  • Deep Learning for Traffic Safety:A YOLOv5 Approach for Helmet and Number Plate Recognition
    S Shetty J, B N, J D R, S K, M H R, JA Rathod
    2025 2nd Asia Pacific Conference on Innovation in Technology (APCIT … , 2026
    2026.0
  • Monitoring Vehicle Emissions Through Intelligent Transportation Systems for Smart City Development
    A Bharathi S., JA Rathod, S Thenmozhi, S Upadhye, S Kiruba, M Kumar
    IGI Global Book : AI, Cybersecurity, and Next-Generation Mobility in … , 2025
    2025.0
  • Multi-Pose Virtual Try-on with Identity and Clothing Detail Preservation Using ResNet, VGG19 and MobileNet
    JA Rathod, NT Anusha, V Jahnavi, P Jayaprakash, UR Vimalkumar, ...
    2025 International Conference on Electronics, Computing, Communication and … , 2025
    2025.0
  • Optimized Heart Disease Prediction through Fuzzy Rough Set based Missing Data Imputation Techniques
    SGK Jayantkumar A Rathod D. Cenitta ,R. Vijaya Arjunan , N Arul , Bhargav J ...
    J. Electrical Systems 20 (1), 3919-3931 , 2024
    2024.0
  • Automatic Image Segmentation for the Detection of Illness in Cash Crops Extended Data Set Method & Deep Learning
    S Jayantkumar Rathod , Abhishek , Bhuvana , Sathwik U Shetty
    International Journal of Advanced Research in Science, Communication and … , 2023
    2023.0
  • Lifestream: An Android application for blood donors and recipients that comprises of search, calling and live tracking.
    SS Ramyashree Shetty, Jayantkumar A Rathod, Nikhil S Acharya, Amarjit Yanglem
    INTERNATIONAL JOURNAL OF INNOVATIVE RESEARCH IN TECHNOLOGY 9 (2), 708-714 , 2022
    2022.0
  • A Review on Employee Attrition using Machine Learning
    PP Vishal Amin , Jayantkumar A Rathod, Kshma , Mayuresh Kunder
    International Research Journal of Modernization in Engineering Technology … , 2021
    2021.0
  • Active Prediction of Heart Disease using Techniques of Hybrid Machine Learning
    RT Jayantkumar A. Rathod, Apoorva R, M. Ramakrishna, Gowthami H R
    International Journal of Engineering and Advanced Technology (IJEAT) 9 (5 … , 2020
    2020.0