NaxVision
Real-time computer-vision defect detection.

The Project
Real-time computer vision system that detects product defects on factory assembly lines at 60fps, triggering instant alerts and logging every incident.
What stood in the way
A manufacturing client had a 3-5% defect escape rate — products with surface cracks and material defects were passing manual QA inspection undetected, leading to costly recalls.
How we built it
Deployed a camera-integrated CV pipeline using TensorFlow and OpenCV, trained on the client's defect image library. The system classifies defect types in real time, triggers audio/visual alerts on the line, and feeds every incident into a management dashboard with shift reports.
The Stack Behind It
The tools and frameworks we chose to make this product fast, secure, and built to last.
The Outcome
Numbers that show what shipping the right product, the right way, actually delivers.
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