Inspection Type

Automated Defect Detection for Automotive Parts

Pixel-level classification of surface anomalies — voids, craters, inclusions, contamination, scratches, and edge burrs — matched against your APQP control plan defect library at line speed.

Standard Coverage

Standard defect classes supported.

Qcvisionly ships with a pre-trained defect taxonomy aligned with AIAG APQP control plan vocabulary. Each class is assigned a unique defect ID in JetBrains Mono format for IATF traceability logging.

Six automotive part defect classes with AOI bounding box overlays

Workflow

How AOI works in your production cell.

01

Part arrives at inspection station

A photoelectric trigger or press cycle output signals the inspection cell. Camera captures a calibrated image within the part fixture window. Cycle time target: under 2 seconds from trigger to classification result.

02

Edge AI classifies against control plan library

The edge node runs inference against your APQP defect class library. Each detected anomaly gets a pixel-coordinate bounding box, defect ID (e.g., #DEF-0047 VOID_SURFACE_COAT), and confidence score.

03

Result logged, sortation output triggered

Pass/flag/reject result is output to the PLC within the cycle window. IATF §8.5.1 record written with timestamp, part serial, shift, defect IDs, and operator-assignable disposition status.

<2s
Cycle time per part
Cpk
Output per defect class per shift
100%
Coverage — no sampling

Technical Spec

Camera and lighting requirements.

ParameterOptionsNotes
Camera interfaceGigE Vision / USB3 Vision / Camera LinkGenICam-compliant. Cognex and Keyence OEM sensor supported.
Resolution1–5 MP2 MP (1920×1200) standard for most stamped part inspection; 5 MP for fine surface finish.
Frame rate30–120 fps30 fps sufficient for <2s cycle. 120 fps for sub-second high-speed stamping.
IlluminationRing / coaxial / structured light / dark-fieldIllumination type selected per surface material and defect class during cell configuration.
Working distance100–600 mmFixture-dependent. Calibration included in deployment scope.

Ready to run a pilot on your production line?

Pilots run 60–90 days at a single inspection cell. IATF validation documentation included.

Request Pilot