The problem
Reticule crosshairs and telemetry graphics can hide important visual information in video frames. The task was to identify those regions and reconstruct a useful approximation of the pixels beneath them.
EXPERIENCE / FIELD NOTES
STUDENT · BUILDER · RESEARCH INTERNLearning happens
in the build.
MY APPROACH
Take responsibility for a real piece of work. Ask good questions. Build the first version. Test what I assumed. Improve it.
01Research internship
02+Hackathon builds
04Selected products
Still early.
Already hands-on.
01 / Research experience
OrganisationDRDO · CVRDE
RoleComputer Vision Research Intern
FocusImage reconstruction
Removing the overlay.
Recovering the frame.
A computer-vision assignment built in a research environment, where accuracy and careful reasoning mattered more than a flashy interface.
FRAME / MASK / RECONSTRUCTION
What I built
I implemented a Python workflow using CSV mask matrices, vectorised NumPy operations, and neighbour-pixel reconstruction with np.roll to process frames efficiently.
What it taught me
Research engineering rewards precision. I learned to break visual problems into measurable operations, validate intermediate output, and explain technical choices clearly.
Input frame→Mask parsing→Pixel neighbours→Reconstructed output
02 / Hackathon experience
Fast ideas.
Real constraints.
Hackathons taught me a different side of engineering: decide what matters, divide the work, integrate early, and make the demo tell a clear story.
AI / DEVTOOLS01
FixFlow
Worked on an AI-assisted Python analysis and repair platform under a compressed build cycle.
- Defined API boundaries
- Combined AST, linting, and AI output
- Prepared a functional demo flow
AIoT / RETAIL02
Smart Trolley
Helped prototype a checkout trolley connecting software logic with ESP32 hardware and sensors.
- Integrated hardware signals
- Designed automated billing logic
- Collaborated across disciplines
03 / Foundation
Education and
continued learning.
Current education
03B.Tech, Artificial Intelligence & Data Science
Easwari Engineering College · ChennaiCertified Cloud Practitioner
Cloud concepts and architecture
Human Computer Interaction
Elite certification
Internet of Things
Elite certification
Cloud Practitioner Essentials
Training completion
What’s next