Camera Module & Power Button Gap Inspection

Geometric inspection · Measurement · Assembly QA

Overview

Vision-based inspection system for gap measurement and verification in assembled components. Ensures proper assembly of camera modules and power buttons with precision geometric analysis.

📏 Measurement 🔧 Assembly QA Python OpenCV PyTorch

Problem

  • Precise gap measurement required for assembly verification.
  • Variations in component positioning affect accuracy.
  • Manual inspection prone to human error and inconsistency.
  • Need for automated, reliable measurement system.

Solution

  • Vision-based measurement pipeline for gap detection.
  • Improved precision and robustness across variations.
  • Automated pass/fail decision based on tolerance thresholds.
  • Real-time feedback for assembly line.

My Role

  • Designed measurement pipeline for camera module and power button gap.
  • Improved precision and robustness across variations.
  • Validated system against production tolerances.

Implementation

Language: Python

Libraries:

OpenCV PyTorch

Results Gallery

Training and evaluation demonstrations are omitted due to data confidentiality.

End Result

  • Stable, accurate gap inspection suitable for production QA.
  • Automated measurement with sub-millimeter precision.
  • Improved assembly quality and reduced manual inspection time.