Huansi

AI FABRIC INSPECTION ATTACHMENT · PRODUCT C

AI Fabric Inspection Attachment for existing manual inspection machine or stenter machine

A retrofit AI vision system for factories that want to automate fabric inspection without replacing an existing manual inspection or stenter machine. It adds multi-camera inspection, defect tagging and digital quality records to the equipment already on the floor.

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THE RETROFIT ROUTE

Turn existing inspection equipment
into a digital quality station.

Manual inspection is dependent on concentration and individual experience. When defects are missed, the factory loses the opportunity to intervene before shipment and has little quality data to learn from.

This attachment adds an AI vision layer to an existing inspection or stenter machine. It captures the fabric, identifies and tags defects, records their location and gives operators a clear inspection record for review, confirmation and reporting.

HOW IT WORKS

01

Capture

Industrial cameras and controlled lighting capture the moving fabric across the inspection width.

02

Recognise and tag

The AI model evaluates images, flags defect conditions and records their position for operator confirmation.

03

Record and improve

The inspection record can support defect maps, reporting and continuous model improvement as new labelled samples are introduced.

WHAT THE ATTACHMENT ADDS

01

AI inspection at line speed

Multi-camera vision checks the moving fabric at up to 60 metres per minute in the supplied product information.

02

Defect location and tagging

Detected events can be tagged and located to support operator review, manual re-inspection and optional marking or labelling.

03

Digital quality records

Defect maps, inspection reports and cloud-based management create an auditable quality context beyond a manual check.

04

Upgrade rather than replace

The modular attachment is intended for integration with an existing manual inspection or stenter machine.

05

Learning and updates

Machine-learning workflows and over-the-air updates support improvement of defect recognition over time.

06

Factory-system connection

The supplied material describes open API capability for connection to ERP or MES; scope should be confirmed for each project.

60 m/min

documented maximum inspection speed

≥85%

documented overall defect-detection accuracy

0.1 mm

documented smallest detectable defect

≤3%

documented missed-detection rate

WHERE IT FITS

Built for the equipment
you already own.

The attachment is positioned for woven, knitted, home-textile and denim fabrics, where a factory wants a more consistent inspection process without investing in a replacement inspection line.

Project configuration should cover fabric width, machine route, camera layout, lighting, required defect types, workflow for operator confirmation and whether a marking, labelling or system-integration option is required.

SEE THE ATTACHMENT

HawkSense inspection in context.

HawkSense AI fabric inspection attachment

The demonstration video is embedded from YouTube for fast, on-demand playback. Technical performance and project fit should be confirmed by Huansi before quotation or deployment.

HUANSI GLOBAL

Assess the inspection route
that fits your factory.

Share your fabric, machine and quality-control context. Huansi can review the appropriate installation and configuration with you.

Request a Demo →