Gridbots Fabricheck - AI based automatic camera based fabric inspection system for woven and non-woven textile rolls in India

Gridbots Fabricheck

AI Based Fabric Inspection System | Automatic Camera Based Inspection System

Gridbots Fabricheck is a state-of-the-art AI based fabric inspection system and automatic camera based inspection system engineered for modern textile mills, denim manufacturers, technical textile producers, and HDPE/PP woven sack plants. Built as a fully integrated machine vision solution, it inspects fabric rolls of width up to 5 meters and length up to 5000 meters in a single roll — eliminating slow, fatigue-prone manual inspection.

The system is built around 10 high-resolution line-scan cameras mounted in a precision-engineered tunnel. Working together with multispectral LED lighting positioned above and below the moving fabric, the camera based inspection system captures every micron of the textile surface and analyses it using deep-learning powered AI algorithms. It reliably identifies, classifies and records more than 24 types of fabric defects commonly found in woven and non-woven fabric rolls.

With its AI-enabled software pipeline, the automatic fabric inspection system identifies, classifies and records defects while fabric is moving at speeds up to 200 meters per minute. CNN models perform multi-image analysis using multispectral LED lighting beneath and above the fabric, ensuring even subtle defects like neps, weft bars, broken ends and contamination are caught reliably — delivering true Industry 4.0 fabric quality control.

24+

Defect Types

200

Meters / Minute

0.1mm

Resolution

99.5%

Accuracy

Features of our AI Based Fabric Inspection System

Why Gridbots Fabricheck is the Smartest Camera Based Inspection System

More than 24 fabric defects identified and classified by deep-learning AI
Inspection speed up to 200 meters per minute
Roll width up to 5 meters and length up to 5000 meters supported
Works for both woven and non-woven fabrics
Self-learning AI model that adapts to new fabric varieties
Camera based inspection at 0.1 mm sub-pixel resolution
Top and bottom simultaneous inspection with multispectral LED lighting
Real-time analytics and dashboards via integrated IIoT
Automatic ink/sticker marking on defects for cut-optimisers
4-point grading system as per ASTM D5430 standard

24+ Fabric Defects Detected by our AI System

Visual Guide to Common Woven & Non-Woven Fabric Defects

The Gridbots AI based fabric inspection system is trained on a dataset of over 2 million annotated defect images across cotton, polyester, denim, nylon, technical textiles and non-woven fabrics. Below is a visual catalogue of common fabric defects that our automatic camera based inspection system detects, classifies, marks and reports in real time.

HOLE

Hole

Open void from broken yarn or mechanical damage. Critical major defect.

BROKEN END

Broken End

Missing warp yarn appearing as a vertical streak running through the fabric.

BROKEN PICK

Broken Pick

Missing weft yarn appearing as a horizontal break across fabric width.

SLUB

Slub

Thick, lumpy place in yarn from uneven spinning or fibre clumps.

KNOT

Knot

Tied junction of two yarn ends visible as a small protruding lump.

OIL STAIN

Oil Stain

Dark grease mark from machine lubricant contaminating the fabric.

DOUBLE WEFT

Double Weft

Two weft yarns inserted in the same shed creating a thick horizontal line.

MISSING YARN

Missing Yarn

Continuous absence of warp yarn creating a visible vertical gap.

FOREIGN FIBRE

Foreign Fibre

Coloured contamination fibre embedded during spinning or weaving.

SNAG

Snag

Pulled-out yarn loop standing proud above the fabric surface.

STAIN

Stain

Discoloured area from dye, water, rust or other contamination.

WEFT BAR

Weft Bar

Horizontal band of denser/lighter weft from tension or yarn variation.

REED MARK

Reed Mark

Vertical streaks caused by bent or damaged dents in the weaving reed.

THIN PLACE

Thin Place

Area of low yarn density making fabric appear lighter and translucent.

THICK PLACE

Thick Place

Area of excess yarn density giving fabric a dark, dense appearance.

LOOSE THREAD

Loose Thread

Free hanging thread on the fabric surface from broken or unsecured yarn.

COLOUR SHADE

Colour Variation

Shade difference across fabric width or length from uneven dyeing.

NEPS

Neps

Tiny tangled fibre balls scattered across the fabric surface.

CREASE MARK

Crease Mark

Permanent fold line caused by improper finishing or rolling tension.

SELVEDGE DEF.

Selvedge Defect

Irregular or wavy fabric edge from tension imbalance during weaving.

FLOAT

Float

Yarn skipping over the wrong number of intersections in the weave.

WRONG DRAW

Wrong Draw

Yarns drawn through wrong heald causing pattern disruption in fabric.

STRIPE/STREAK

Stripe / Streak

Lengthwise streaks from yarn count variation or warp tension issues.

CONTAMINATION

Contamination

Foreign particles, dust, plastic or fibre debris embedded in fabric.

Real-Time Analytics & Performance

Data Driven Quality Control with our Camera Based Inspection System

The Gridbots automatic fabric inspection system ships with a built-in IIoT analytics dashboard. Quality managers, plant heads and shift supervisors get live visibility into defect rates, machine downtime, fabric grade distribution and operator performance — turning raw camera data into actionable factory-floor intelligence.

Defect Type Distribution

Average % of total defects across 6 months

Manual vs AI Based Inspection

Performance comparison between manual and Gridbots AI inspection

Daily Defect Detection Rate

Real-time defect counts logged by the camera based system over 14 days

Fabric Grade Distribution (4-Point)

Percentage of rolls per grade based on ASTM D5430 4-point scoring

ROI: Annual Cost Savings with AI Based Fabric Inspection

Cumulative savings — manual inspection vs Gridbots Fabricheck (in INR Lakhs)

How the Camera Based Inspection System Works

From Fabric Roll to AI Verdict in Milliseconds

1. FABRIC ROLL Loaded onto the unwinding station 2. CAMERAS 10 line-scan cameras + multispectral lighting 3. AI ENGINE CNN deep learning defect classification 4. MARK & LOG Auto ink/sticker + database log 5. IoT DASHBOARD Real-time grading + analytics on plant manager's screen

Technical Specifications

Gridbots Fabricheck Automatic Camera Based Inspection System

ParameterSpecification
Model NumberGB-MV-INS-FABRICHECK
Machine Dimensions [L x B x H]6000 x 3000 x 2000 mm
Build MaterialPowder Coated Mild Steel
Supported Roll SizesLength: Up to 5000 m  |  Width: Up to 5 m
LightsMultispectral LED — Top and Bottom
Roll Width Servo MechanismAuto
Defect Marking MechanismInk / Sticker / Data Storage
Fabric SupportWoven / Non-Woven / Denim / HDPE-PP
Inspection SpeedUp to 200 Meters per Minute
Inspection Resolution0.1 mm (sub-pixel)
Defect Classes Detected24+
AI ModelCustom CNN (Deep Learning) with Auto-Teach
Detection Accuracy99.5%
Electrical CharacteristicsSingle Phase [230 V A.C., 2 HP]
Health CheckingInbuilt IIoT and Alert Mechanism
Machine Weight1500 KG
Camera System10 x High-Resolution GPU Enabled
Machine Vision SystemIntegrated GPU Based 27 Inch HMI
Grading StandardASTM D5430 (4-Point System)
Output ReportsPDF / CSV / Live IoT Dashboard
Country of OriginMade in India

Industries Served

Where our AI Based Fabric Inspection System Delivers Value

Gridbots Fabricheck has been deployed across leading textile mills, denim plants, technical-textile units and packaging giants in India, Europe and South-East Asia. Our automatic fabric inspection system is engineered for high-throughput operations where fabric quality is non-negotiable.

Cotton & Denim Mills

Technical Textiles

HDPE / PP Woven Sacks

Non-Woven & Medical

Automotive Fabrics

Home Furnishing

Apparel Manufacturing

Geo-Textiles

Drawings

Engineering Layouts of the Camera Based Inspection System

Gridbots Fabricheck AI fabric inspection system - front view drawing
Gridbots Fabricheck automatic fabric inspection system - side view layout
Gridbots Fabricheck camera based inspection system - top view schematic

Frequently Asked Questions

AI Based Fabric Inspection System & Camera Based Inspection System

Q. What is an AI based fabric inspection system?
An AI based fabric inspection system is an automatic machine vision solution using high-resolution cameras and deep-learning algorithms to detect, classify and record defects in fabric rolls in real time, replacing slow, fatigue-prone manual inspection.
Q. How does a camera based fabric inspection system work?
A camera based inspection system uses an array of line-scan cameras with multispectral LED lighting placed above and below the moving fabric. Trained AI models analyse each frame against a learnt "good fabric" pattern and flag deviations — reporting defect type, size and location instantly.
Q. What types of fabric defects can Gridbots Fabricheck detect?
Gridbots Fabricheck detects more than 24 defect categories including holes, broken ends, broken picks, slubs, knots, oil stains, missing yarn, double weft, weft bars, reed marks, foreign fibre, snags, loose threads, neps, thin places, thick places, crease marks, selvedge defects, floats, wrong draws, stripes, contamination and colour shade variation.
Q. What is the inspection speed and resolution?
The automatic fabric inspection system inspects fabric at up to 200 meters per minute with 0.1 mm resolution. Roll widths up to 5 meters and lengths up to 5000 meters per roll are supported.
Q. Does Fabricheck work for non-woven fabrics?
Yes. Gridbots Fabricheck supports both woven and non-woven fabrics including cotton, polyester, denim, nylon, technical textiles, HDPE/PP woven sacks, geo-textiles and non-woven medical or hygiene fabrics.
Q. Does the system support 4-point grading?
Yes. The integrated software automatically applies the ASTM D5430 4-point grading scheme. Each defect is scored by size and severity, points per 100 square yards are computed, and the roll is graded without manual intervention.
Q. How does the AI model adapt to new fabric varieties?
Fabricheck includes an Auto-Teach module. The operator runs a short reference roll of a new fabric type, the system extracts the texture signature and defect-free baseline, and the model is ready for production within minutes.
Q. Is the system manufactured in India?
Yes. Gridbots Fabricheck is fully designed, manufactured and supported in India by Gridbots Technologies Private Limited, headquartered in Ahmedabad, Gujarat — a true Make in India / Atmanirbhar Bharat solution.
Q. What is the typical ROI for an AI based fabric inspection system?
Customers typically report ROI within 12-18 months through reduced rejection costs, lower customer claims, decreased manual inspector head-count, faster throughput and significantly higher first-pass yield.

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Watch the AI Based Fabric Inspection System in Action