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Aarthi-R_asst-professor_cse_engineering_amritauniversity_coimbatore

Dr. Aarthi R.

Assistant Professor (Sl.Gd.) , School of Computing, Coimbatore

Qualification: M.Tech., Ph.D
r_aarthi@cb.amrita.edu
Research Interest: Computer Vision, Image Processing

Bio

Dr. Aarthi R. currently serves as Assistant Professor (Sl.Gd.) at School of Computing, Coimbatore Campus. She joined 2006 as faculty at Amrita Vishwa Vidyapeetham. She graduated her M.Tech. in Computer Vision and Image Processing from Amrita Vishwa Vidyapeetham, Coimbatore. She completed her B.Tech. in Information Technology from Bharathiar University, Coimbatore. She has more than 15 Scopus indexed papers. She has attended nearly 30 workshops across India. Her research interest are Image Processing, Computer Vision and visual Attention model. she Served as faculty in-charge of a student club called “Amrita Photography Club(APC)”, since its inception till 2015. She is delivering guest lectures in colleges at tamilnadu.her Student Project Team has Won ‘TCS best student project award’ for the academic year 2011-2012.

 

Publications

Conference Paper

Year : 2026

A Vision Based Navigation System for Waste Detection in an Indoor Environment

Cite this Research Publication : K. Balaji Naidu, R. Aarthi, A Vision Based Navigation System for Waste Detection in an Indoor Environment, Lecture Notes in Networks and Systems, Springer Nature Switzerland, 2026, https://doi.org/10.1007/978-3-032-15404-0_31

Publisher : Springer Nature Switzerland

Year : 2026

Identifying and Modeling the Complex Relationships Among Landslide Causative Factors: A Wayanad Case study

Cite this Research Publication : C.V. Ambili, B.A. Sabarish, R. Aarthi, Identifying and Modeling the Complex Relationships Among Landslide Causative Factors: A Wayanad Case study, Procedia Computer Science, Elsevier BV, 2026, https://doi.org/10.1016/j.procs.2026.03.036

Publisher : Elsevier BV

Year : 2026

Enhanced Segmentation-Driven Deep Learning for Rice Bacterial Leaf Blight Severity Analysis

Cite this Research Publication : K. M. Sudhesh, R. Aarthi, P. Sainamole Kurian, O. K. Sikha, Enhanced Segmentation-Driven Deep Learning for Rice Bacterial Leaf Blight Severity Analysis, Lecture Notes in Networks and Systems, Springer Nature Switzerland, 2026, https://doi.org/10.1007/978-3-032-14038-8_1

Publisher : Springer Nature Switzerland

Year : 2026

Region-Wise Image Forgery Localization: A CNN Framework with Error Level Analysis

Cite this Research Publication : Sahithee Vaibhav Cheruvu, Ujwal Srimanth Varma Nadimpalli, Mahammad Sami Khaji, V. S. Vinayakan, R. Aarthi, Region-Wise Image Forgery Localization: A CNN Framework with Error Level Analysis, Lecture Notes in Electrical Engineering, Springer Nature Singapore, 2026, https://doi.org/10.1007/978-981-96-9716-8_43

Publisher : Springer Nature Singapore

Year : 2025

Hybrid Dehazing Method for Low-Bandwidth Satellite Images Based on Generative Adversarial Network

Cite this Research Publication : B. A. Sabarish, R. Aarthi, R. Dhamayandhi, Akshaya Sajith, Hybrid Dehazing Method for Low-Bandwidth Satellite Images Based on Generative Adversarial Network, Lecture Notes in Networks and Systems, Springer Nature Switzerland, 2025, https://doi.org/10.1007/978-3-032-06253-6_22

Publisher : Springer Nature Switzerland

Year : 2025

Optimal Frame Extraction for Event Detection in Surveillance Videos

Cite this Research Publication : Venkataraman Ranganath, S Padmavathi, R Aarthi, Optimal Frame Extraction for Event Detection in Surveillance Videos, Procedia Computer Science, Elsevier BV, 2025, https://doi.org/10.1016/j.procs.2025.02.228

Publisher : Elsevier BV

Year : 2022

Performance Enhancement of Photo Voltaic System for Rural Electrification in Higher Altitude Region: A Case Study in Uttarakhand, India

Cite this Research Publication : Das, A., Aarthi, R., Vijay, S., Kailash, M., Gogul Nithish, K. S., Saravanan, R., & Cornet, S. (2022). Performance Enhancement of Photo Voltaic System for Rural Electrification in Higher Altitude Region: A Case Study in Uttarakhand, India. In ICT Analysis and Applications: Proceedings of ICT4SD 2022 (pp. 373-381). Singapore: Springer Nature Singapore.

Publisher : ICT Analysis and Applications: Proceedings of ICT4SD

Year : 2021

Classification of Waste Objects Using Deep Convolutional Neural Networks

Cite this Research Publication : G. Rishma, R. Aarthi, Classification of Waste Objects Using Deep Convolutional Neural Networks, Lecture Notes in Electrical Engineering, Springer Singapore, 2021, https://doi.org/10.1007/978-981-16-3690-5_47

Publisher : Springer Singapore

Year : 2019

Segmentation and Evaluation of White Blood Cells using Segmentation Algorithms

Cite this Research Publication : S. M. Sundara and Aarthi, R., “Segmentation and Evaluation of White Blood Cells using Segmentation Algorithms”, in 2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI), Tirunelveli, India, India, 2019.

Publisher : 3rd International Conference on Trends in Electronics and Informatics (ICOEI)

Year : 2019

Classification of plastic bottles based on visual and physical features for waste management

Cite this Research Publication : L. R. Kambam and Aarthi, R., “Classification of plastic bottles based on visual and physical features for waste management”, in 2019 IEEE International Conference on Electrical, Computer and Communication Technologies (ICECCT), Coimbatore, India, India, 2019.

Publisher : Computer and Communication Technologies (ICECCT)

Year : 2014

A generic bio inspired framework for detecting Humans Based on saliency detection

Cite this Research Publication : R. Aarthi, Amudha J., and P, U., “A generic bio inspired framework for detecting Humans Based on saliency detection”, in International Conference on Artificial Intelligence and Evolutionary Algorithms in Engineering Systems-2014 (ICAEES-2014), Kumaracoil, Kanyakumari, Tamilnadu, 2014.

Publisher : International Conference on Artificial Intelligence and Evolutionary Algorithms in Engineering Systems-2014 (ICAEES-2014)

Journal Article

Year : 2025

Interpretable multitask deep learning model for detecting and analyzing severity of rice bacterial leaf blight

Cite this Research Publication : Sudhesh K. M, Aarthi R., Sainamole Kurian. P, Sikha O.K, Interpretable multitask deep learning model for detecting and analyzing severity of rice bacterial leaf blight, Scientific Reports, Springer Science and Business Media LLC, 2025, https://doi.org/10.1038/s41598-025-12276-0

Publisher : Springer Science and Business Media LLC

Year : 2023

A Hybrid Approach for Underwater Image Enhancement using CNN and GAN

Cite this Research Publication : Aparna Menon, R Aarthi, A Hybrid Approach for Underwater Image Enhancement using CNN and GAN, International Journal of Advanced Computer Science and Applications, The Science and Information Organization, 2023, https://doi.org/10.14569/ijacsa.2023.0140679

Publisher : The Science and Information Organization

Year : 2023

Blended multi-class text to image synthesis GANs with RoBerTa and Mask R-CNN

Cite this Research Publication : M Siddharth, R Aarthi, Blended multi-class text to image synthesis GANs with RoBerTa and Mask R-CNN, Procedia Computer Science, Elsevier BV, 2023, https://doi.org/10.1016/j.procs.2023.01.065

Publisher : Elsevier BV

Year : 2023

A Vision Based Approach to Localize Waste Objects and Geometric Features Exaction for Robotic Manipulation

Cite this Research Publication : R Aarthi., G Rishma., A Vision Based Approach to Localize Waste Objects and Geometric Features Exaction for Robotic Manipulation, Procedia Computer Science, Elsevier BV, 2023, https://doi.org/10.1016/j.procs.2023.01.113

Publisher : Elsevier BV

Year : 2021

Body Weight Estimation using 2D Body Image

Cite this Research Publication : Rohan Soneja, Prashanth S, R Aarthi, Body Weight Estimation using 2D Body Image, International Journal of Advanced Computer Science and Applications, The Science and Information Organization, 2021, https://doi.org/10.14569/ijacsa.2021.0120440

Publisher : The Science and Information Organization

Year : 2021

Weight modulation in top–down computational model for target search

Cite this Research Publication : R. Aarthi, J. Amudha, Weight modulation in top–down computational model for target search, Journal of Intelligent & Fuzzy Systems, SAGE Publications, 2021, https://doi.org/10.3233/jifs-189863

Publisher : SAGE Publications

Year : 2021

Text to Image GANs with RoBERTa and Fine-grained Attention Networks

Cite this Research Publication : Siddharth M, R Aarthi, Text to Image GANs with RoBERTa and Fine-grained Attention Networks, International Journal of Advanced Computer Science and Applications, The Science and Information Organization, 2021, https://doi.org/10.14569/ijacsa.2021.01212115

Publisher : The Science and Information Organization

Year : 2020

A fuzzy based system for target search using top-down visual attention

Cite this Research Publication : Amudha J., K.V, D., and Aarthi, R., “A fuzzy based system for target search using top-down visual attention”, Journal of Intelligent and Fuzzy Systems, vol. 38, no. 5, pp. 6311-6323, 2020.

Publisher : Journal of Intelligent and Fuzzy Systems, IOS Press

Year : 2020

Feature gate computational top-down model for target detection

Cite this Research Publication : R. Aarthi, .J, A., and Velayutham, S., “Feature gate computational top-down model for target detection”, Advances in Science, Technology and Engineering Systems, vol. 5, no. 6, 2020, pp. 1001-1006 , 2020.

Publisher : Advances in Science, Technology and Engineering Systems

Year : 2020

Automated Histogram-Based Seed Selection for the Segmentation of Natural Scene

Cite this Research Publication : R. Aarthi and Priya, S., “Automated Histogram-Based Seed Selection for the Segmentation of Natural Scene”, Advances in Intelligent Systems and Computing, vol. 766, 2020, pp. 275-281, 2020.

Publisher : Smart Computing Paradigms

Year : 2019

Hand Region Extraction by Saliency based Color Component Analysis

Cite this Research Publication : H. .S, Aarthi, R., and Prasad.V, H., “Hand Region Extraction by Saliency based Color Component Analysis”, International Journal of Recent Technology and Engineering, vol. 8, no. 1, pp. 227-230, 2019.

Publisher : International Journal of Recent Technology and Engineering

Year : 2019

Classification of T-shirts based on pattern

Cite this Research Publication : D. Kumar Boddu, Buchipalli, S. Varun, and Aarthi, R., “Classification of T-shirts based on pattern”, International Journal of Recent Technology and Engineering (IJRTE), vol. 8, no. -1S4, 2019.

Publisher : International Journal of Recent Technology and Engineering

Year : 2019

Hand region extraction by saliency based color component

Cite this Research Publication : R. Aarthi, Harini, S., and V. Prasad, H., “Hand region extraction by saliency based color component”, International Journal of Recent Technology and Engineering, vol. 8, pp. 227-230, 2019.

Publisher : International Journal of Recent Technology and Engineering

Year : 2018

A Survey of Deep Convolutional Neural Network Applications in Image Processing

Cite this Research Publication : H. .S and Aarthi, R., “A Survey of Deep Convolutional Neural Network Applications in Image Processing”, International journal of pure and applied mathematics , vol. 118, no. 7, pp. 185-189, 2018.

Publisher : International journal of pure and applied mathematics.

Year : 2018

Evaluation of Edge Detection Methods on Different Categories of Images

Cite this Research Publication : N. joshy and Aarthi, R., “Evaluation of Edge Detection Methods on Different Categories of Images”, International Journal of Engineering &Technology, vol. 7, pp. 69-73, 2018.

Publisher : International Journal of Engineering &Technology.

Year : 2018

A vision based DCNN for identify bottle object in indoor environment

Cite this Research Publication : L. Gopan and Aarthi, R., “A Vision based DCNN for Identify Bottle Object in Indoor Environment”, Lecture Notes in Computational Vision and Biomechanics, vol. 28, pp. 447-456, 2018.


Publisher : Lecture Notes in Computational Vision and Biomechanics

Year : 2016

A study of household object recognition using SIFT-based bag-of-words dictionary and SVMs

Cite this Research Publication : A. Sampath, Sivaramakrishnan, A., Narayan, K., Aarthi, R., and Panigrahi, B. K., “A study of household object recognition using SIFT-based bag-of-words dictionary and SVMs”, Advances in Intelligent Systems and Computing, vol. 397, pp. 573-580, 2016.

Publisher : Advances in Intelligent Systems and Computing

Year : 2016

Sketch based Image Retrieval using Information Content of Orientation

Cite this Research Publication : R. Aarthi, Anjana, K. P., and Amudha, J., “Sketch based Image Retrieval using Information Content of Orientation”, Indian Journal of Science and Technology, vol. 9, 2016.

Publisher : Indian Journal of Science and Technology, Indian Society for Education and Environment

Year : 2016

Detection of Moving Objects in Surveillance Video by Integrating Bottom-up Approach with Knowledge Base

Cite this Research Publication : R. Aarthi, Amudha, J., K., B., and Varrier, A., “Detection of Moving Objects in Surveillance Video by Integrating Bottom-up Approach with Knowledge Base”, Procedia Computer Science, vol. 78, pp. 160 - 164, 2016.

Publisher : Procedia Computer Science.

Year : 2015

An Overview of Apache Mahout

Cite this Research Publication : Niveditha, .Vimmadisetti, M., .Email, D., and Aarthi, R., “An Overview of Apache Mahout”, International journal of applied engineering research, vol. 10, no. 11, pp. 28749-28758, 2015.

Publisher : International journal of applied engineering research

Conference Proceedings

Year : 2024

XAI – Empowered Ensemble Deep Learning for Deepfake Detection

Cite this Research Publication : Amidela Anil Kumar, S J Dheepthi Priyangha, P Meghana, Muppalla Dheeraj, R Aarthi, XAI – Empowered Ensemble Deep Learning for Deepfake Detection, 2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT), IEEE, 2024, https://doi.org/10.1109/icccnt61001.2024.10726125

Publisher : IEEE

Year : 2022

In-situ Measurement in Water Quality Status—Udalka Uttarakhand, India

Cite this Research Publication : Harini, S., Varshini, P., Muthukumaaran, S. K., Chebolu, S., Aarthi, R., Saravanan, R., & Reshma, A. S. (2022). In-situ Measurement in Water Quality Status—Udalka Uttarakhand, India. In IOT with Smart Systems: Proceedings of ICTIS 2022, Volume 2 (pp. 689-696). Singapore: Springer Nature Singapore.

Publisher : Springer

Year : 2021

An Analysis of Rainstreak Modeling as a Noise Parameter Using Deep Learning Techniques

Cite this Research Publication : B. Akaash, R. Aarthi, An Analysis of Rainstreak Modeling as a Noise Parameter Using Deep Learning Techniques, Lecture Notes in Electrical Engineering, Springer Singapore, 2021, https://doi.org/10.1007/978-981-33-6987-0_38

Publisher : Springer Singapore

Year : 2020

Study on Computational Visual Attention System and Its Contribution to Robotic Cognition System

Cite this Research Publication : R. Aarthi and Amudha J., “Study on Computational Visual Attention System and Its Contribution to Robotic Cognition System”, 2020 4th International Conference on Trends in Electronics and Informatics (ICOEI). pp. 278-283, 2020.

Publisher : 2020 4th International Conference on Trends in Electronics and Informatics (ICOEI)

Year : 2019

A Dynamic Object Detection In Real-World Scenarios

Cite this Research Publication : K. Hena, Amudha J., and Aarthi, R., “A Dynamic Object Detection In Real-World Scenarios”, Proceedings of International Conference on Computational Intelligence and Data Engineering (Lecture Notes on Data Engineering and Communications Technologies), vol. 28. Springer Singapore, Singapore, pp. 231-240., 2019.

Publisher : Proceedings of International Conference on Computational Intelligence and Data Engineering (Lecture Notes on Data Engineering and Communications Technologies), Springer Singapore

Year : 2018

Segmentation of Tomoto plant leaf

Cite this Research Publication : R. Aarthi and subramaniam, A., “Segmentation of Tomoto plant leaf”, Advances in Intelligent Systems and Computing, vol. 518. pp. 149-156, 2018.

Publisher : Advances in Intelligent Systems and Computing.

Year : 2015

Saliency based modified chamfers matching method for sketch based image retrieval

Cite this Research Publication : R. Aarthi and Amudha J., “Saliency based Modified Chamfers Matching Method for Sketch based Image Retrieval”, Innovations in Information, Embedded and Communication Systems (ICIIECS), 2015 International Conference on. IEEE, Karpagam College of Engineering, Coimbatore, India, 2015.

Publisher : Innovations in Information, Embedded and Communication Systems (ICIIECS)

Year : 2013

Image restoration using knowledge from the image

Cite this Research Publication : Dr. Padmavathi S., Dr. Soman K. P., and Aarthi, R., “Image restoration using knowledge from the image”, Advances in Intelligent Systems and Computing, vol. 177 AISC. Chennai, pp. 19-25, 2013.

Publisher : Advances in Intelligent Systems and Computing

Year : 2012

A Survey of Different Stages for Monitoring Traffic Rule Violation

Cite this Research Publication : R. Aarthi, Chinnaswamy, A., and Dr. Padmavathi S., “A Survey of Different Stages for Monitoring Traffic Rule Violation”, Communications in Computer and Information Science, vol. 270 CCIS. Vellore, pp. 566-573, 2012.

Publisher : Communications in Computer and Information Science

Year : 2012

Remotely controlled Power Point presentation navigation using hand gestures

Cite this Research Publication : R. R. Rajesh, .Aarthi, R., and .Nagarjunan, D., “Remotely controlled Power Point presentation navigation using hand gestures”, In proceeding of International Conference on Advances in Computer, no. 2. 2012.

Publisher : In proceeding of International Conference on Advances in Computer

Year : 2011

Automatic Isolation and Classification of Vehicles in a Traffic Video

Cite this Research Publication : R. Aarthi, Chinnaswamy, A., and K. Raghesh Krishnan, “Automatic Isolation and Classification of Vehicles in a Traffic Video”, Proceedings of the 2011 World Congress on Information and Communication Technologies (WICT 2011). Mumbai, India., pp. 357-361, 2011.

Publisher : Proceedings of the 2011 World Congress on Information and Communication Technologies (WICT 2011)

Year : 2010

Vehicle detection in static images using color and corner map

Cite this Research Publication : R. Aarthi, Dr. Padmavathi S., and Amudha, J., “Vehicle detection in static images using color and corner map”, in ITC 2010 - 2010 International Conference on Recent Trends in Information, Telecommunication, and Computing, Kochi, Kerala, 2010, pp. 244-246.

Publisher : ITC 2010 - 2010 International Conference on Recent Trends in Information, Telecommunication, and Computing

Book Chapter

Year : 2021

Performance Analysis of Telugu Characters Using Deep Learning Networks

Cite this Research Publication : R. Aarthi, R. S. Manoj Varma, J. Sree Vaishnavi, N. V. S. Prashanth, G. Teja Srikar, Performance Analysis of Telugu Characters Using Deep Learning Networks, Lecture Notes in Electrical Engineering, Springer Nature Singapore, 2021, https://doi.org/10.1007/978-981-15-9019-1_28

Publisher : Springer Nature Singapore

Awards

Honors and Awards

  • My Student Project Team Won ‘TCS best student project award’ for academic year 2011-2012 .
  • Served as faculty incharge for “Amrita Photogrpahy Club(APC)”, since its inception till 2015.
  • Serving as Chief Faculty Warden for Girl Hostel From 2017-2022.
  • Part of Live-in-Lab programs in 2019 -2022.
  • ACM student chapter Faculty In charge from March,2021.
  • Best B.Tech Project award for 2021students.
  • Recipient of Amrita Innovation & Research Awards(AIRA) award on April 2024
  • Recipient of Amrita Innovation & Research Awards(AIRA) award on January 2024
Projects

Funded Projects

  • Video Encoding Optimization using Visual Attention Models
    Multicoreware | ₹8.0 Lakh | Feb 2023 – Mar 2024 | Completed
  • Software Defined Architecture for Endoscopy (Colonoscopy Use Case)
    L&T Technology Services | ₹3.0 Lakh | May 2023 – Dec 2023 | Completed
Workshop /Conference Attended
  1. 13th International conference on advanced computing and communications, sponsored by ACS And CSI , december14-17,2005.
  2. National level workshop on “The frontier research issues in pattern recognition and image processing”,24th and 25th march 2006, organized by new horizon college of engineering, Bangalore.
  3. AICTE sponsored national seminar on “Mobile and network security and cryptographic protocols”,23,24 march 2007.
  4. National level workshop on “IBM’s rational Analysis and design tool” organized by the Avinashilingam university woman, 6th and 7th March 2009.
  5. CSIR sponsored a two day national seminar on “ number theory and its recent research directions in cryptography”at national engineering college 5th and 6th june 2009.
  6. ‘Deep dive faculty enable program’ held at , Infosys technologies Ltd, Chennai, 7th to 11th December 2009.
  7. International conference on “cloud computing, smart grid and green IT” 22 and 23 December 2009 Sponsered by IBM
  8. ISTE workshop on “Effective teaching/learning of computer programming” conducted by 14th to 24th December 2009.
  9. ISTE workshop on “Database management system” from 13th to 23rd December, 2010.
  10. IETE south zonal seminar on networking paradigms and cyber security,13th and 14th august 2010.
  11. ISTE Workshop on “Akash for moodle” 10th and 11th November 2012.
  12. Two day workshop an “Digital Video Processing and Analytics” at IIT Madars, Chennai From December, 2012.
  13. “International Conference on interdisciplinary advances in applied computing (ICONIAAC)” on October 10-11,2014 at Amrita Vishwa Vidyapeetham, Coimbatore.
  14. One day workshop “Magic if millets” organized by the food, nutrition and health center, Amrita School of Engineering, coimbatre, November 6,2015
  15. ISTE STTP on “Technical Communication” workshop by IIT Bombay , Sep 15,2015 to Dec,2015
  16. Two-days, Outcomes Based Education(OBE) workshop at Amrita School of Engineering, Coimbatore, 26 and 27th Feb 2015.
  17. “Woman day Celebration (samukshiths-2016, 8th March) “at BoschRBEI-COB-SEZ Office, Keernatham Village, Coimbatore.
  18. Two day workshop on ISRO Sponsored “Hyper spectral image analysis and its application”. On 19th and 20th April, 2016.
  19. Three day workshop on “Eye tracking and Computer Vision (ETC vision )” at Amrita School of Engineering, Bengaluru on august 2016.
  20. “Deep learning workshop conducted” by NVDIA Deep learning institute at IIT Mumbai, December 2016.
  21. Three day workshop on “ Computer vision and Image Processing Techniques-2017” At Amrita School of Engineering, Coimbatore March 30,31 and April 1 2017.
  22. Completed Courses on coursera on “Neural Networks and Deep Learning” and “Convolutional Neural Networks” on June 2020.
  23. “Fundamentals of Machine Learning (Online Live FDP)” conducted by ICT Academy on 25 May 2020 to 30 May 2020.
  24. “5 day online workshop, organised by IEEE CS Madras, ACM Chennai & CSI Chennai and conducted by CDAC Mumbai, on “eLearning Content Creation” during 13-17 July, 2020.
  25. AICTE Training and Learning (ATAL) academy Online FDP on “Modern Pedagogical Techniques for Effective Teaching & Learning” from 2021-2-8 to 2021-2-12.
  26. AICTE Training program of Handling UHV Session for first year students,” Inculcating universal human value in technical education”, 6- 10 December 2021
  27. “A One Week Short Term Training Programme On Predictive Analytics Using Artificial Intelligence (STTP-PAUAI)”, 15 – 20, March 2021. Course Predictive Analytics
Academic Engagements

Academic Engagements: Talks, Reviewing & Organization

  • Delivered a talk on “Image Processing using MATLAB” at Sri Guru Institute of Technology, Coimbatore, during a one-day workshop on Fundamentals of Image Processing, 10 September 2012.
  • Delivered a talk on “Image Processing using MATLAB” at M.A.M College of Engineering and Technology, Tiruchirappalli.
  • Presented a seminar on “Image Segmentation and Morphological Operators” at United Institute of Technology, Coimbatore, September 2013.
  • Delivered a seminar on “Applications of Computer Vision” at United Institute of Technology, Coimbatore, 15 April 2014.
  • Reviewer, First International Conference on Intelligent Computing (ICIC 2018), Amrita Vishwa Vidyapeetham, Bengaluru (25–27 October 2018).
  • Reviewer, ICMLDE 2025 (International Conference on Machine Learning and Data Engineering).
  • Organized National Workshop on Mobile Applications and Developer Challenges in Android Powered Devices, 18–20 April 2014.
  • Organized National Workshop on 3D Vision, Multimedia Networking, and Streaming, 2–4 May 2014.
  • Served as a judge for paper presentations at the National Level Technical Symposium – UTSAV’16, United Institute of Technology, Coimbatore, 19 March 2016.
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