Research
&
Publications

Research across computer vision, medical image processing, computational biology, biomedical imaging, human motion analysis, assistive technologies, and interpretable AI.

Illustration representing research, publications, artificial intelligence, biomedical image processing, and scientific discovery

Collaborations

Research Impact & Statistics

Citations (Google Scholar)

3

i10-index (Google Scholar)

0

Total Publications

5

Google Scholar

h-index 1

Journal Articles

0

Collaborating Institutions

4

Countries Collaborated

0

Co-authors

14

Research Interests

  • Medical image analysis and biomedical image processing
  • Computer vision for healthcare, agriculture, and robotics
  • OCT imaging and digital histopathology
  • Explainable AI, deep learning, and transformer-based vision models
  • Assistive robotics, perception systems, and embedded AI
  • Human motion analysis, biomechanics, and intelligent health systems

Open to emerging and interdisciplinary research areas related to these themes.

Research Projects

Ongoing

Deep Learning-Based Classification and Segmentation of Oral Squamous Cell Carcinoma

Developing CNN and transformer-based pipelines for OSCC histopathology image classification, segmentation, and grading using expert-annotated digitized slides.

  • Histopathology
  • Explainable AI
  • Medical Imaging
Ongoing

OCT-Based Plant Disease Detection Using Deep Learning and Explainable AI

Developing CNN and transformer models for OCT-based detection and severity analysis of circular leaf spot disease, with Grad-CAM and attention-based visualization.

  • OCT Imaging
  • Transformers
  • Explainable AI
Completed

PredictGL: AI-Driven Glycemic Load Prediction

Developed and deployed an AI-based glycemic load prediction system using nutritional features, model evaluation, full-stack web deployment, and user and expert validation.

  • Nutrition AI
  • Prediction Models
  • Web App
Completed

Vision-LiDAR Fusion Framework for Autonomous Navigation

Developed ROS-based vision-LiDAR perception and localization pipelines and evaluated autonomous navigation performance in simulation and real-world environments.

  • ROS
  • LiDAR
  • Autonomous Navigation
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Selected Publications

01

Comparative Analysis of Transformer and CNN Architectures for OCT-Based Detection of Circular Leaf Spot Disease in Diospyros kaki

Proceedings of the 19th International Conference on Industrial and Information Systems (ICIIS).

Conference PaperDOI
02

PredictGL-NC: A Nutritional Composition Dataset for Glycemic Load Prediction and Digital Nutrition Research

Dataset publication for glycemic load prediction and digital nutrition research.

DatasetDOI
03

MotionMetrics: A Hybrid Stereo Marker and Markerless System for Cost-Effective 3D Sports Biomechanics

7th International Conference on Advancements in Computing (ICAC).

Conference PaperDOI
04

Development of a Multilayer Perceptron Architecture to Improve Glycemic Load Estimation from Nutritional Features over Traditional Machine Learning Models

3rd Business and ICT International Research Conference (BIIRC) 2025.

Conference PaperISSN 3093-5962
05

PredictGL: An AI-Driven Web Application for Glycemic Load Prediction Using Nutritional Composition Data

Peradeniya University International Research Symposium and Exposition (iPURSE) 2025.

Conference PaperDOI
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Research Supervision

Ongoing

ROS-Based Assistive Robot for Elderly Care

Supervising an assistive robotic framework with autonomous navigation, fall detection, human re-identification, behavioral monitoring, and caregiver mobile monitoring.

  • Assistive Robotics
  • Embedded AI
  • Elderly Care

MotionMetrics: Hybrid Stereo Marker / Markerless 3D Biomechanics System

Co-supervised a low-cost 3D biomechanics analysis system integrating stereo marker tracking and markerless pose estimation, leading to an IEEE conference publication.

  • Biomechanics
  • Pose Estimation
  • Sports Analytics

OccluWatch: Multi-Camera Vehicle Tracking with Occlusion Handling

Guided a final-year project integrating YOLO, ByteTrack, TransReID, GCN-based re-identification, OCR, and automated email-based violation ticketing.

  • Multi-Camera Tracking
  • Re-ID
  • OCR

EverWell60+ Senior Health, Nutrition, and Dementia Support App

Co-supervised a culturally adapted mHealth application for Sri Lankan older adults with nutrition education, reminders, cognitive mini-games, and bilingual audio-visual support.

  • mHealth
  • Older Adults
  • Usability Testing

Research Skills

Programming

Software & Research Implementation

Python, C, C++, JavaScript, MATLAB, and LaTeX for research, teaching, web deployment, and engineering workflows.

  • Python
  • C/C++
  • JavaScript
  • MATLAB
AI Stack

Machine Learning & Deep Learning

scikit-learn, PyTorch, TensorFlow, Keras, Hugging Face Transformers, CNNs, Vision Transformers, LLMs, and explainable AI.

  • PyTorch
  • TensorFlow
  • Transformers
  • XAI
Systems

Vision, Robotics & Embedded Platforms

OpenCV, OCT imaging, digital histopathology, ROS, Jetson AGX Orin, Jetson Nano, Raspberry Pi, and Arduino.

  • OpenCV
  • ROS
  • Jetson
  • Arduino

Review Contributions

Conferences

  1. 12th International Conference on Multidisciplinary Approaches (iCMA 2026), Faculty of Graduate Studies, University of Sri Jayewardenepura.

  2. 1st International Conference on Artificial Intelligence and Smart Technologies for Sustainability (AISTS 2025), Marwadi University, Rajkot, in collaboration with IEEE Gujarat Section.

  3. 7th International Conference on Advancements in Computing (ICAC 2025), Faculty of Computing, Sri Lanka Institute of Information Technology (SLIIT).

  4. 6th International Conference on Advancements in Computing (ICAC 2024), Faculty of Computing, Sri Lanka Institute of Information Technology (SLIIT).

  5. 9th International Conference on Advances in Technology and Computing (ICATC 2024), Faculty of Computing and Technology, University of Kelaniya.

Journal

  1. IEEE Data Descriptions.

Grants & Research Funding

Prof. Suhada Jayasuriya Grant Scholarship

Awarded for the best final-year Robotics and Automation project connected to the Vision-LiDAR autonomous navigation framework.

  • Robotics
  • Autonomous Navigation
  • Project Grant
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