SELECTED WORKComputer vision & assistive technology
PROJECT NOTE
SocialSync
Exploring how real-time visual feedback can make social cues easier to understand.
- ROLE
- Full-stack development lead
- CONTEXT
- Team assistive-technology prototype
- YEAR
- 2024
- TOOLS
- Python, OpenCV, TensorFlow, PyQt5, Flask, MySQL
OVERVIEW
The work behind the system.
A team desktop prototype exploring visual feedback for autistic people interpreting social cues. It connects camera-based expression classification to a PyQt5 interface and a Flask/MySQL profile backend. Supporting screens include demonstrations; clinical outcomes were not established by this project.
BUILD NOTES
What I focused on
- 01
Combined face detection with a TensorFlow expression classification model.
- 02
Separated interface rendering and model processing into dedicated threads.
- 03
Smoothed visual feedback using confidence-weighted recent detections.
PythonOpenCVTensorFlowPyQt5FlaskMySQL