Machine Vision and Industrial Quality Inspection
SCENE · AOI · Workstation re-inspection · End-side collaboration
Organize the visual production line in a closed loop with end-side capture, edge reasoning and center training;AOI, Dimensional measurement and assembly error prevention.
competency matrix
- Defect and foreign object detection; texture and micro defect contrast learning
- Sub-pixel size and geometric relationship measurements
- Workpiece pose and grab point output
- Compliance comparison (barcode, nameplate, assembly in place)
Training efficiency (acceptance criteria)
In a typical AOI scenario, approx.30The first round of available models can be started with just one annotated image; under streamlined annotation, the fastest time from collection to edge deployment is approximately10Minutes (subject to GPU resource queuing).
Specification excerpt
| item | content |
|---|---|
| camera protocol | GigE/ USB3 / Mainstream domestic industrial camera SDK |
| cluster | Training task queues are parallelized with multiple cards; quotas are isolated from tenants |
| deploy | Edge box + industrial computer + computer room server hybrid |
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