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Machine Vision
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Frequently Asked Questions
What types of damage can vision systems detect?
Damage and defect systems commonly detect:
- Scratches/scuffs, abrasions, cosmetic blemishes
- Dents/deformation, edge rolls, sink marks
- Chips, broken corners, missing material
- Cracks/crazing, stress whitening (in some plastics)
- Contamination/foreign material (fibers, debris, residue)
Detection success hinges on making the defect “stand out” using the right illumination geometry and viewing angle.
Can vision systems differentiate between acceptable marks vs true defects?
Yes—common methods include:
- Zone-based rules (some areas can tolerate cosmetic marks)
- Feature discrimination (shape, intensity, directionality, edge sharpness)
- Multiple lighting angles to separate superficial artifacts from true defects
- AI models trained on “acceptable” vs “reject” examples.
This is especially useful for molded, machined, and printed surfaces.
How do you inspect defects on curved or complex surfaces?
Common strategies include:
- Multiple cameras to cover all sides and reduce occlusions
- Part rotation/indexing to present the surface to a single camera
- Telecentric optics when geometry must be distortion-free
- 3D imaging to capture shape defects on curved parts
The system is designed so that critical surfaces are consistently visible under controlled lighting.
How do you set pass/fail thresholds for defect size and severity?
A typical thresholding process includes:
- Defining defect categories: critical, major, minor
- Setting limits for area, length, count, contrast, and location (zones)
- Aligning criteria to customer specs and real process capability
- Validating with representative samples including borderline parts
- Reviewing thresholds after launch using captured inspection data
This keeps decisions consistent, defendable, and production-friendly.
Can vision inspection detect cosmetic defects on glossy or reflective parts?
Yes, but reflective surfaces require deliberate optical design:
- Diffuse lighting (dome/diffuser) to reduce bright hot spots
- Polarizers to suppress glare
- Dark-field / low-angle lighting to highlight scratches and scuffs
- Multi-light setups to reveal multiple defect types
Many “impossible” reflective inspections become straightforward once lighting is engineered correctly.
How do you measure and track defect trends over time?
A common approach is:
- Log defect results by type, size, location, timestamp, lot/SN, station
- Store images for failed parts (and optional sampling of passes)
- Use dashboards for Pareto, trend, SPC, and drift
- Correlate trends with process variables (tool wear, temperature, material lots)
This turns inspection into an ongoing process improvement feedback loop.