UA-.NETStandard/samples/Vision

Vision samples

The Vision samples show OPC UA Vision in realistic production cells rather than as isolated image-processing calls.

Sample	Role
VisualInspectionCell	Server hosting Vision, AI Model Management, ISA-95 Job Control V2, and Alarms & Conditions for a machined-bracket inspection cell.
VisualInspectionAgent	External deterministic orchestrator that connects with typed clients, measures fixture images, applies the recipe, routes jobs, and records operator ground truth.

The pair demonstrates a safety pattern that is deliberately stronger than "ask a model whether the part is good": the model path can produce measured characteristics and confidence, but deterministic recipe code owns the quality verdict. A photographed image therefore cannot become a free-form instruction to job control.

graph TD
    Agent["VisualInspectionAgent<br/>typed OPC UA clients"]
    Cell["VisualInspectionCell<br/>OPC UA server"]
    Vision["Vision<br/>sensor, clip endpoint, pipeline, results"]
    AI["AI Model Management<br/>deployment, Invoke, learning job"]
    ISA95["ISA-95 Job Control V2<br/>inspection and rework orders"]
    Alarms["Alarms & Conditions<br/>operator dialog"]

    Agent -->|"capture and submit results"| Vision
    Agent -->|"Invoke for provenance"| AI
    Agent -->|"StoreAndStart / transitions"| ISA95
    Agent -->|"respond to dialog"| Alarms
    Cell --> Vision
    Cell --> AI
    Cell --> ISA95
    Cell --> Alarms

Running the pair

Prerequisites: .NET 10 SDK.

Start the server:

dotnet run --project samples\Vision\VisualInspectionCell\VisualInspectionCell.csproj -- --insecure

Then run the orchestrator in the unattended deterministic mode:

dotnet run --project samples\Vision\VisualInspectionAgent\VisualInspectionAgent.csproj -- --server opc.tcp://localhost:62865/VisualInspectionCell --insecure --mode scripted --cycles 3

The server publishes static PNG fixture images. The agent retrieves a fixture, measures the bracket geometry, calls the AI deployment's Invoke path so model provenance and usage are visible in the address space, applies the recipe, and routes the ISA-95 order according to the deterministic verdict.

Use --mode live-ai --ai-endpoint <uri> only when a real model endpoint is configured. live-ai fails before creating any job when no endpoint is named; it never silently falls back to the deterministic analyser, because a sample that quietly degrades appears to work while demonstrating nothing.

See also

• Vision developer guide — see Visual inspection: a cross-companion cell — the design, safety boundary, verdict rule, escalation, and learning feedback path.
• Vision developer guide — the Vision companion and its §9 feedback / learning semantics.
• AI Model Management developer guide — the deployment Invoke and learning-job ownership used by the cell.
• ISA-95 developer guide — Job Control V2 clients, providers, and job-state semantics.
• Alarms and Conditions — the Part 9 dialog condition model used for human disposition.