Profile Details

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Hire Dr. Jayanthi R.

Canada

USD 25 /hr

AI & Neural Network Developer

Profile Summary

Neural networks & Deep Learning: Designing and implementing PyTorch-based models for computer vision, super-resolution, and other AI applications. Previous Research Projects Facial Image Super-Resolution Developed deep learning models to enhance low-resolution facial images while preserving identity features. Introduced Counterfactual Attention Learning (CAL) to improve attention mechanisms in super-resolution networks. Published in Pattern Recognition, evaluated on CelebA, FFHQ, and CMU Multi-PIE datasets. Block-Sized Majority Voting in Facial Recognition Evaluated algorithms for voting mechanisms in facial recognition tasks. Published in International Journal of Artificial Intelligence and Applications. COVID-19 Medical Imaging Analysis Applied super-resolution to X-ray and CT images to improve classification accuracy in COVID-19 datasets.

Subject Matter Expertise

• ★ Image Processing
• ★ Artificial Intelligence
• ★ Computer Vision
• ☆ Electrical Engineering
• ☆ Computer Engineering
• ☆ Data Analysis
• ☆ Predictive Modeling & Analytics
• ☆ Data Collection
• ☆ Machine Learning
• ☆ Data Mining
• ☆ Neural Networks
• ☆ Deep Learning
• ☆ Python
• ☆ Matlab
• ☆ Java
• ☆ R
• ☆ Scikit-learn
• ☆ Peer Review
• ☆ Research Methodology
• ☆ Technology Scouting
• ☆ Photography & Image Editing
• ☆ Instructional Webinars
• ☆ Scientific Proofreading & Editing
• ☆ Proofreading & Editing
• ☆ Course Content Writing
• ☆ Grant Writing

Services

• Research
• Consulting
• Data & AI

Research Feasibility Study, Gap Analysis, Scientific and Technical Research, Systematic Literature Review

Consulting Scientific and Technical Consulting

Data & AI Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-ML, Data Visualization, Data Mining

Work Experience

Graduate Researcher

University of Windsor, Windsor, ON, Canada

March 2021 - June 2025

Education

PhD in Electrical Engineering

University of Windsor

March 2021 - June 2025

Certifications

• PhD

  U Windsor

  June 2025 - Present

Publications

JOURNAL ARTICLE

(2025). Novel Spatial-Edge Residual Attention Model for Face Super-Resolution Enhancement . IEEE CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING.

(2025). Refining attention weights for facial super-resolution with counterfactual attention learning . PATTERN RECOGNITION.

(2021). Performance Evaluation of Entropy Based LBP for Face Recognition . 2021 IEEE INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS).

BOOK CHAPTER

Jayanthi Raghavan, Majid Ahmadi (2021). Performance Evaluation of Weighted Entropy Based Fusion Technique for Face Recognition with Different Pre-processing Techniques . Advances in Intelligent Systems and Computing.