What I built
The experimental system ingests camera and sensor data, calibrates the inputs, estimates motion, and preserves each trial for analysis.
- Ingests browser camera and ultrasonic sensor data
- Calibrates and fuses signals with uncertainty handling
- Saves trials with charts, CSV export, and recommendations
My role
Applied AI, computer vision, and full-stack engineer
How it works
- FastAPI and WebSocket services
- React and Vite dashboard
- OpenCV processing with SQLite experiment storage
Key decisions
- Fuse complementary sensors with uncertainty weighting
- Expose optional trained detection separately from the OpenCV fallback
What I tested
- Calibration and anomaly checks
- Saved experiment analysis
- CSV export validation
Limitations and next steps
Experimental results are shown with confidence information and model limitations, not as final scientific conclusions.