8 Factors That Determine the Success of an Industrial Vision Project

1. Clear target definition

Define exactly what the system must detect and when it must take action.

2. Camera angle

Select a position where products do not block each other and perspective variation is limited.

3. Lighting

Plan controlled lighting for daylight variation, reflection and shadows.

4. Representative dataset

Use images covering different shifts, products, speeds and defect types.

5. Line speed

Camera frame rate and processing time must match production speed.

6. Integration

Design the data flow between PLC, ERP, database and operator screens at the beginning.

7. Failure scenarios

Define safe behaviour for camera failure, network outages and false alarms.

8. Continuous improvement

Monitor model performance using new field examples and update it when necessary.