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Assessment
Industries

Machine vision inspection by industry

Food and beverage, plastics and packaging, metal components, agro-processing and building materials lines in South Africa.

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// Short answer

Vision inspection fits wherever a production step can leave a visible fault. On food and beverage lines that means filling, capping, labelling and coding. In plastics and packaging it means moulding, forming, printing and closure assembly. For metal components it means machining, stamping, assembly and part marking; in agro-processing, bagging, sealing and labelling; for building materials, surface, size and grade. Each industry page lists the usual inspection points, the site conditions that affect the camera, and what a sample test needs.

// Industries

Industries we cover

Each page follows the same order: production steps, the faults each step can cause, the checks that apply, and the conditions on site that decide the station design.

Food & beverage

Filling, capping, labelling and coding lines, often with washdown, several SKUs and frequent changeovers.

Typical issue: Condensation, foam and changing daylight can cause false rejects, so lighting and shrouding are chosen to keep the image stable.
Food & beverage

Plastics & packaging

Moulded and thermoformed parts, closures and printed packaging, where cavity-to-cavity variation is normal.

Typical issue: Clear or translucent parts can hide flash and thin walls; backlighting or transmitted light often shows what front lighting misses.
Plastics & packaging

Metal components

Machined, stamped and assembled parts where missing features, dimensions and surface marks decide acceptance.

Typical issue: Reflective surfaces cause glare; low-angle or diffuse dome lighting is often used to show scratches without hot spots.
Metal components

Agro-processing

Milling, sugar, feed and dried-goods lines where bag labels, seals and visible foreign matter matter, in dust and humidity.

Typical issue: Dust on optics and changing bag presentation; foreign bodies inside a bag need X-ray or metal detection, not a camera.
Agro-processing

Building materials

Tiles, boards, blocks, roofing sheets and pipes, checked for surface defects, dimensions and grade in dusty, hot plants.

Typical issue: Large or continuous products often need line-scan; flatness and warp need 3D, not a 2D camera.
Building materials
// Steps and checks

Production steps and matching inspections

Start from the step that causes the fault. The inspection usually sits straight after it, before the fault is hidden or packed.

Industries mapped to production steps, faults and inspection applications
IndustryTypical production stepsTypical visible faultsRelevant applications
Food & beverageFilling, capping, labelling, date coding, case packingLow fill, missing or tilted caps, wrong labels after a changeover, missing or wrong codes, short casesFill level, cap & seal
Label & print
OCR/OCV & date codes
Presence & counting
Plastics & packagingInjection moulding, thermoforming, closure assembly, printing and decorationShort shots, flash, contamination, print faults, parts out of size or the wrong way roundSurface defects
Dimensional measurement
Label & print
Presence & counting
Metal componentsMachining, stamping and forming, assembly, part markingMissing holes or features, dimensions out of limit, scratches and dents, missing fasteners, unreadable part codesDimensional measurement
Presence & counting
Surface defects
DPM code reading
OCR/OCV & codes
Agro-processingMilling, bagging, sealing, labelling, palletisingWrong or missing bag labels and codes, open or creased seals, visible foreign matter on the surface, short countsLabel & print
OCR/OCV & date codes
Presence & counting
Carton & pallet
Building materialsPressing, forming, cutting, glazing and finishing, grading, packingCracks, chips, surface and shade faults, dimensions out of limit, wrong gradeSurface defects
Web & line-scan
Dimensional measurement
// Compare

The five industries side by side

Site conditions decide how a station is built; the product decides how it is lit and presented. Find the row closest to your line, then check the industry page for detail.

The five industries compared by site conditions, products, key checks and lighting challenge
IndustryTypical site conditionsCommon productsChecks that matter mostLighting and presentation challenge
Food & beverageWashdown, condensation and foam; wet surfaces; daylight at doors; product temperature at the checkDrinks in PET, glass and cans; jars; cartons and pouchesFill level, caps and tamper bands, the right label after a changeover, date codes, case countsGlass reflects and cans hide the level; a shroud and the right backlight keep wet reflections and daylight out of the image
Plastics & packagingHeat from moulding, static that pulls dust onto partsClosures, preforms, thermoformed trays, moulded parts, printed film and packsShort shots, flash, contamination, part size, print and decorationClear and translucent parts hide flash and thin walls; backlight or transmitted light shows what front light misses, and warm parts may still be shrinking
Metal componentsCutting fluid, oil mist and chips; vibration from presses and machinesMachined, stamped and assembled parts; fasteners; marked partsMissing features, dimensions, scratches and dents, fasteners present, part codes readablePolished faces reflect like a mirror; dome or low-angle light, plus a fixture that presents every part the same way
Agro-processingFlour, sugar and feed dust; humidity, steam and cold rooms; washdown or dry cleaning; heat and cold in open sheds; vibrationBags and sacks of flour, sugar and feed; pouches and cartons of dried goodsBag label and code, a visibly complete seal or stitch line, foreign matter on the surface, bag countsBags arrive creased and at changing angles, and dust on a bag can look like a defect, so the check is proven on your samples
Building materialsClay, cement and gypsum dust; radiant heat; vibrationTiles, boards, blocks, roofing sheets and pipesCracks, chips, surface and shade faults, size, gradeLarge or continuous products often need line-scan; shade grading needs steady, even light; flatness and warp need 3D
// Other lines

Industries not listed here

The same checks apply to many other products that move along a line. Other industries are assessed project by project: describe the line and the fault, and the sample test shows whether a camera can see it.

// How we work

What you can check about us

Statements you can verify on this site, not claims about results.

Johannesburg-based integrator

Stations designed, built and commissioned from Douglasdale Village, Johannesburg, for lines across South Africa.

Sample test before a quotation

Your good and faulty samples are imaged first; the quotation follows what the test shows.

Accepted against agreed figures

False rejects and escapes are agreed in writing and measured at FAT and SAT.

Limits stated on every page

Each application and line solution says what a camera will not do.

One tool chain

Stations are built on HIKROBOT cameras, code readers and VisionMaster software.

Named author, sources and dates

Technical pages name their author, list their sources and show the date of the last content update.

// FAQ

Industry questions

What industries use machine vision systems?
Any industry where products move along a line and faults are visible uses industrial vision: packaging, food and beverage, plastics, metal parts, agro-processing and building materials are the five we cover in detail. Other industries are assessed project by project.
Is the inspection different in each industry?
The checks are the same kinds everywhere: labels, codes, fill and caps, surfaces, dimensions, presence and counts. What changes is the environment and the product: washdown and foam on food lines, dust and heat in building materials, reflective finishes on metal, cavity variation in moulding.
// Station integration

Plan the complete inspection station

Factory conditions shape the inspection, while station design connects the camera check to your line. Our machine vision inspection systems in South Africa overview brings together applications, a delivered project, indicative budgets and the path from sample testing to commissioning.

// Start with your line

Tell us what runs on your line

Describe the product, the production step and the fault you need to catch. We will say which checks apply and what a sample test would involve.