Read serial numbers, batch codes, expiry dates, and labels at full line speed — even on curved bottles, embossed metal, dot-peen markings, or low-contrast surfaces. Industrial OCR that doesn't break when consumer OCR does.
Industrial OCR is harder than the document OCR most engines were trained for. Codes are stamped, etched, dot-peened, or printed onto curved, reflective, or moving surfaces under variable lighting. Consumer OCR fails. MachVizyon's OCR uses CNN-based detection and transformer-based recognition tuned on industrial datasets — handling embossed and engraved characters, ink bleed, partial occlusion, and skew without manual tuning.
Read every code, link it to your MES batch record, verify it matches expected format and value, and trigger automatic rejection or routing — all in under 30 milliseconds per part.
Engineered for the surfaces, speeds, and lighting of real production lines.
Inkjet print, laser etch, dot-peen, embossed, engraved, hot-stamped — single model handles all marking methods.
Reads codes wrapped around bottles, cans, and cylindrical parts — auto-rectifies skew and curvature.
Define expected format per station (regex, checksum, date range). Mismatches flagged before product ships.
Handles white-on-white, embossed, or near-invisible markings via specialized lighting and contrast enhancement.
Each read is timestamped, linked to product, and posted to MES — enabling end-to-end batch traceability.
Reads alphanumeric, Data Matrix, QR, GS1-128, and Pharmacode in the same pass — no separate scanner required.
Wherever regulatory traceability or quality genealogy matters.
Verifies GTIN, batch, expiry, and serial codes on every vial, bottle, and carton. DSCSA / EU FMD compliant.
Reads engraved or dot-peened part numbers and Julian dates on engine, transmission, and brake components.
Verifies inkjet best-before dates and lot codes on bottles, cans, and pouches at 800+ units/min.
Reads laser-marked codes on PCBs, semiconductor packages, and connector housings down to 1mm character height.
Reads paint-sprayed or stenciled heat numbers and coil IDs on steel from rolling mill to dispatch.
Reads shipping labels, AWBs, and carton codes at sortation hubs — complementing existing barcode scanners.
Two-stage pipeline that handles industrial challenges other OCR systems collapse on.
Encoder or photo-eye triggers camera. Frame captured at controlled exposure under specialized lighting.
CNN locates text regions with rotated bounding boxes — handles tilted, curved, and stacked text.
Each region is unwarped and normalized — curvature flattened, skew corrected, lighting equalized.
Transformer-based recognizer outputs character sequence with per-character confidence scores.
Read checked against format/value rules. Mismatches trigger reject; valid reads posted to MES.
Numbers from active pharma, automotive, and F&B deployments.
Hardware and integration paths chosen to work alongside the systems you already run.
Email a few photos of the markings you want to read — embossed, etched, low-contrast, curved, whatever — and we'll send back live OCR results within 48 hours.