Capture workflows, not disconnected gestures
Industrial tasks often include preparation, inspection, manipulation, tool use, handoffs, and recovery. Recording only the central action can remove the context a model needs to understand task state.
A strong dataset defines clear task boundaries while preserving meaningful transitions and exceptions.
Represent real process variation
Factories differ in layouts, tools, materials, worker styles, lighting, and process constraints. Variation should be measured and intentionally included rather than treated as noise.
Pilot collections help teams identify which environments and operators add useful diversity before expanding volume.
Build compliance into capture operations
Factory footage can include workers, screens, labels, customer information, and proprietary processes. Consent, restricted-zone planning, anonymization, and delivery review should be part of the capture plan.
Traceable capture logs and consent references make the resulting dataset easier to approve for commercial training use.