Computer vision is one of the highest-ROI AI applications in manufacturing, yet the gap between pilots and production remains wide.
Lighting Variability
Models trained under controlled lighting degrade when conditions change. Production systems need controlled lighting or extensive augmentation.
Edge vs Cloud
Connectivity constraints often require edge inference for real-time quality control.
MES Integration
Vision AI value is realized when detections trigger responses in manufacturing execution systems.
Continuous Improvement
Active learning pipelines keep models current as products and processes change.