Computer Vision Inspection

Portfolio Info

  • Category Computer Vision
  • Date 22 Dec, 2026
  • Project Requirements Deploy a computer vision inspection flow that detects defects in near real time and alerts operators.
  • Budget $62,000.00
  • Project Duration 16 weeks

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Computer Vision Inspection

Computer Vision Inspection

A computer vision system that detects product defects on the line and flags issues before goods leave the factory.

We implemented a computer vision inspection system that watches products on the line and highlights defects for operators. The solution combined camera setup, model training, and a simple review UI.

Lighting changes and product variation made naive models unreliable. We collected a broader image set and added confidence thresholds so operators only saw actionable alerts.

Project Tips

Here are the key features and highlights of this project that show the product scope and delivery focus.

  • Trained models on real production imagery
  • Detected surface defects with high recall
  • Ran inference close to the line for low latency
  • Created an operator review dashboard
  • Reduced escaped defects after rollout

Overview & Challenge

We implemented a computer vision inspection system that watches products on the line and highlights defects for operators. The solution combined camera setup, model training, and a simple review UI.

Lighting changes and product variation made naive models unreliable. We collected a broader image set and added confidence thresholds so operators only saw actionable alerts.