Blog

SC1000 / SC2000: start here (quick-start teaser)

Start a Hikrobot SC1000 / SC2000 smart-camera project the right way: power, network, SCMVS basics, first tools — and when to escalate to PC-based vision.

Smart camera vs PC-based vision: engineer framework

How engineers choose smart cameras versus PC-based vision: stations, tools, takt, AI load and PLC ownership — before the cabinet is frozen.

Machine vision feasibility: 10 questions before a PoC

Ten questions we ask before a machine vision PoC: samples, takt, lighting, interfaces and success criteria — so engineering arrives prepared.

When classical vision fails — and AI earns its place

When classical machine vision is enough — and when deep learning earns its place on the line: variation, labels, drift and hybrid stacks.

Use case: high-speed packaging QC (anonymized)

How a food packaging line stabilised presence and print checks at high takt — lighting first, bounded smart tools, and a PLC handshake production trusted.

Inspection lighting: backlight, ring, dome or strobe?

Choose inspection lighting for the defect: backlight for silhouettes, ring for fill, dome against glare, strobe to freeze motion — with Sedeco selection rules.

Use case: DPM / tough codes on metal (anonymized)

Reading Direct Part Marks on metal at line speed: mark quality, multi-angle lighting, dedicated readers and fail-closed PLC behaviour.

Specifying vision as a machine builder: modules, APIs, OEM cycles

How machine builders should specify vision modules, APIs and OEM support cycles — so machines ship worldwide without vision becoming tribal knowledge.

Vision-guided pick & place: when 2D is enough, when 3D

Vision-guided pick & place: when 2D XY+rotation is enough, and when random pose or bins force true 3D — calibration and cycle budget included.

Use case: integrator SKU breadth without config chaos

How system integrators keep vision SKU breadth under control across short projects — preferred sets, escalation path and a shared catalog language.