Work Experience
Teaching Assistant – Signal Processing Lab at National Institute of Technology Calicut
08/2023 - 07/2025
Assisted in conducting laboratory sessions and mentoring undergraduate students in signal processing courses
- Guided students in implementing signal processing algorithms using MATLAB
- Supported lab evaluations and troubleshooting of signal processing experiments
- Helped students understand practical applications of DSP concepts
Projects
Retinal Layer Segmentation using SD-OCT Images with Deep Learning
Developed a lightweight deep learning framework for accurate retinal layer segmentation from OCT scans, balancing segmentation accuracy with computational efficiency.
- Designed and trained a deep learning model for multi-class retinal layer segmentation
- Worked with medical OCT image datasets and handled class imbalance challenges
- Evaluated performance using Dice score and other segmentation metrics
Image-Based Smart Parking Management System
Designed a computer vision system to detect vacant parking spaces using image processing and machine learning techniques.
- Implemented image preprocessing and feature extraction for vehicle detection
- Applied ML techniques to classify parking slot occupancy
- Improved parking space utilization through automated visual monitoring
