Computer Vision & Embedded · 2026
Hum Sight
Camera-based vibration inspection with OpenCV 5 and agentic vision to detect machine…
Camera-based vibration inspection with OpenCV 5 and agentic vision to detect machine vibration, separate camera shake from faults, and guide evidence-based predictive maintenance.
Live demo · Video · The problem · What it does · Screens · How it thinks · Architecture · Running on AWS · Competition · Run it
You are the maintenance technician on nights at a water-treatment plant. Pump 7 sounds a little different tonight. To the eye it looks exactly as it always does: perfectly still.
What it does
- Measure. OpenCV 5 phase correlation measures sub-pixel motion in every patch of every frame. An FFT turns each patch into a frequency, an amplitude and a signal-to-noise ratio.
- Show. Magnify only the faulty region, only in the fault's frequency band, so a person can see what was measured. Add a heatmap, a spectrum, the findings and a work order.
Built with
- Python
- Agentic vision
- AWS
- Computer vision opencv
- OpenCV
- Signal processing
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