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Detecting Rubber Flash Defects in Tyre Manufacturing with Visual AI

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Intelgic · Technical Guide Tyre Manufacturing Visual AI Defect Inspection

Detecting Rubber Flash Defects in Tyre Manufacturing with Visual AI

Intelgic detects and measures rubber flash using industrial cameras, controlled lighting, state-of-the-art AI, and the Certainty inspection platform.

Intelgic · Manufacturing Automation Published: 2026/10/05 Tyres · Rubber Flash · Line-Scan · AI Vision
00 · Introduction

Detecting Rubber Flash Defects in Tyre Manufacturing with Visual AI

Detecting Rubber Flash Defects

Rubber flash is a common condition in tyre manufacturing. A small amount of flash may be acceptable, but excessive flash can affect the tyre’s appearance, interfere with downstream operations, or indicate a problem with the moulding process.

Intelgic provides an automated solution for detecting and measuring rubber flash using industrial cameras, controlled lighting, state-of-the-art AI, and the Certainty inspection platform.

The system captures images of the complete tyre surface, identifies visible flash, measures its size and location, and compares the result with manufacturer-defined acceptance criteria.

01Capture complete tyre surface → 02Identify visible flash → 03Measure size and location → 04Compare with acceptance criteria → 05Pass · Fail · Review

Certainty can then classify the tyre as pass, fail, or review and immediately notify the operator when excessive flash is detected.

01 · Guide Section

What Is Rubber Flash on a Tyre?

Rubber flash is a thin layer, ridge, projection, or excess piece of rubber that extends beyond the intended tyre geometry after moulding and curing.

During tyre curing, the uncured rubber assembly is placed inside a mould. Heat and pressure force the rubber into the mould cavities to form the tread pattern, sidewall markings, shoulders, and other tyre features.

Small amounts of rubber can be forced into gaps where mould sections meet or through openings used to release trapped air. Once cured, this rubber remains attached to the tyre as flash.

Depending on its location and shape, flash may appear as:

◆A thin line along a mould joint
◆A narrow rubber fin
◆A raised ridge
◆A small projection
◆A sheet-like edge
◆Excess material around lettering
◆Local rubber overflow
◆Vent-related rubber projections

Flash should be distinguished from tyre features that are intentionally created by the mould and are acceptable within the manufacturer’s specification.

02 · Guide Section

How Tyre Flash Is Created

Rubber flash can be influenced by several moulding and process conditions.

01
Mould parting lines

Tyre moulds contain sections that open and close around the tyre. Small gaps can exist where these sections meet. During curing, pressurised rubber may enter these gaps and form a thin ridge along the parting line.

02
Mould-segment joints

Segmented tread moulds contain multiple sections. Rubber may enter the joint between adjacent segments and create flash across or between tread features.

03
Vent holes

Mould vents allow trapped air and gases to escape during curing. Rubber can enter these small openings and create narrow projections commonly referred to as vent spews or vent hairs.

04
Mould wear or damage

Worn, damaged, contaminated, or incorrectly fitted mould components may create larger gaps that allow excessive rubber to escape.

05
Incorrect mould closure

If the mould does not close or align correctly, excessive material may form at the joint.

06
Process variation

Rubber volume, temperature, pressure, curing conditions, compound behaviour, and material placement can influence flash formation.

07
Contamination at the mould interface

Rubber residue or foreign material between mould surfaces may prevent proper closure and create a local flash condition.

Some vent projections are expected and acceptable. The inspection system must distinguish normal vent features from excessive, damaged, or otherwise unacceptable rubber projections according to the tyre manufacturer’s criteria.

03 · Guide Section

Where Flash Appears on a Tyre

Where Flash Appears on a Tyre

Flash can appear on several tyre regions.

01
Tread surface

Flash may form between mould segments, across tread blocks, inside grooves, around sipes, or near vent locations.

02
Tread centreline

Some mould configurations create a visible parting line or flash around the centre of the tread.

03
Shoulder regions

The transition between the tread and sidewall can contain mould joints and complex geometry where excess rubber may appear.

04
Upper and lower sidewalls

Flash can develop along sidewall mould joints, around decorative features, near lettering, and around raised markings.

05
Sidewall lettering and symbols

Excess rubber may appear around:

Brand namesTyre-size markingsDirection arrowsLoad and speed informationSafety markingsCertification symbolsDecorative elements
06
Bead and lower-sidewall area

Flash may appear close to the bead, bead toe, bead heel, rim-contact region, or lower-sidewall mould joint.

07
Groove and recessed areas

Thin excess material may form inside deep grooves, around small cavities, or between fine moulded features.

Because these areas have different shapes and viewing angles, one camera may not provide complete inspection coverage.

04 · Guide Section

Acceptable and Unacceptable Flash

The presence of flash does not automatically mean that a tyre is defective.

Tyre manufacturers normally define acceptance tolerances based on factors such as:

◆Flash height
◆Flash width
◆Flash length
◆Visible area
◆Thickness
◆Location
◆Proximity to critical features
◆Effect on lettering or markings
◆Interference with tread grooves
◆Interference with the bead area
◆Appearance requirements
◆Tyre model
◆Product grade
◆Customer specification

A small amount of flash may be acceptable in one region but unacceptable in another. For example, a defined projection at a vent location may be allowed, while excess rubber interfering with a groove or bead surface may not be acceptable.

Within Intelgic’s Certainty platform, users can define the acceptance criteria for each tyre model and inspection region. The AI detects visible flash, while the configured rules determine whether its measured size and location are acceptable.

05 · Guide Section

Challenges in Inspecting Tyre Flash

Tyres are difficult to inspect because they are dark, curved, textured, and covered with intentional moulded features.

Important challenges include:

◆Black rubber provides limited contrast.
◆Tread blocks create complex shadows.
◆Flash may be thin and flexible.
◆Acceptable mould features may resemble defects.
◆Sidewall lettering creates many edges.
◆Recessed areas require different viewing angles.
◆Tyre dimensions vary between models.
◆Both sidewalls and the complete tread circumference require inspection.
◆Dust, release agents, and surface marks may create false indications.
◆Flash acceptance varies by location and product specification.

Intelgic addresses these challenges using multiple cameras, controlled camera geometry, specialized lighting, complete circumferential imaging, AI-based defect detection, and configurable acceptance criteria.

06 · Guide Section

Intelgic’s Visual AI Solution for Tyre-Flash Detection

Intelgic’s solution captures images of the complete tyre surface and analyzes them using state-of-the-art AI trained on representative tyre-production data.

The inspection system can:

01Detect visible rubber flash
02Locate each flash condition
03Distinguish flash from expected tyre features
04Measure visible flash dimensions
05Associate the defect with a tyre region
06Compare the result with location-specific tolerances
07Generate a pass, fail, or review decision
08Alert the operator to unacceptable flash
09Store images and inspection results
10Create a detailed tyre-inspection report
11Provide quality trends and analytics
Pass
The detected flash is absent or within the tolerance defined for that tyre model and region.
Fail
The measured size or location of the flash exceeds the configured acceptance criteria.
Review
The available image does not provide sufficient evidence for a reliable decision.

The final inspection capability depends on the minimum flash size, tyre geometry, camera resolution, lighting, surface condition, production speed, and validated acceptance criteria.

07 · Guide Section

Solution 1: Stationary Tyre-Inspection System

In a stationary inspection system, the tyre is mounted on a rotating fixture. The fixture rotates the tyre while multiple cameras capture images from strategically selected positions.

This configuration provides controlled movement and repeatable imaging of the complete tyre circumference.

Rotating tyre fixture

The fixture holds and rotates the tyre at a controlled speed. An encoder can synchronize tyre rotation with image capture, allowing every image to be linked to an angular position.

The fixture design depends on:

◆Tyre diameter
◆Tyre width
◆Tyre weight
◆Bead dimensions
◆Required rotation speed
◆Inspection cycle time
◆Camera working distance
◆Loading method

Tyres may be loaded manually, by a robot, or through an automated material-handling system.

Multiple-camera coverage

Several cameras are positioned around the tyre to inspect different surfaces. A typical configuration may include cameras for:

◆Tread surface
◆Upper shoulder
◆Lower shoulder
◆Upper sidewall
◆Lower sidewall
◆Outer bead region
◆Inner bead region
◆Critical lettering or marking areas

Camera quantity and position are selected according to the tyre geometry, required resolution, and minimum detectable flash size.

Image acquisition during rotation

As the tyre rotates, the cameras capture overlapping images or continuous line-scan data. Certainty synchronizes:

01Fixture rotation → 02Encoder signals → 03Camera triggering → 04Lighting → 05Image acquisition → 06Tyre position → 07AI analysis

The captured images provide complete circumferential coverage of the defined inspection regions.

Detailed inspection report

After image analysis, Certainty can generate a report containing:

◆Tyre identity
◆Tyre model and size
◆Inspection date and time
◆Recipe version
◆Camera or inspection region
◆Flash location
◆Visible flash dimensions
◆Acceptance limit
◆Annotated defect image
◆Pass, fail, or review result

The report can map each detected flash condition to its angular and regional position on the tyre.

08 · Guide Section

Solution 2: Conveyor-Based Tyre Inspection

In a conveyor-based manufacturing line, tyres move through the inspection station without being manually mounted on a dedicated rotating fixture.

Industrial cameras are installed at strategic positions around the conveyor. Sensors detect an approaching tyre and trigger the cameras when it enters the correct field of view.

Camera placement around the conveyor

Multiple cameras may be installed to inspect:

◆Top sidewall
◆Visible tread regions
◆Leading and trailing tyre surfaces
◆Upper shoulders
◆Lower sidewall
◆Lower shoulder
◆Bead regions
◆Other accessible surfaces

Mirrors, additional camera stations, tyre-turning mechanisms, or controlled tyre rotation may be used when direct camera access is limited.

Triggered image capture

A photoelectric sensor, encoder, PLC signal, barcode reader, or tracking system identifies the tyre’s position.

01Tyre detected by sensor → 02Tyre reaches inspection location → 03Certainty triggers cameras → 04Multiple images captured → 05Images linked to tyre identity

Multiple images are captured as the tyre moves through the field of view. The system associates the images with the correct tyre identity and production record.

Complete surface coverage

A conveyor inspection system must be designed around how the tyre is presented. If the tyre moves without rotating, the visible areas may be inspected using cameras located around the conveyor. When the complete circumference must be examined at high resolution, the line may include:

◆A tyre-rotation station
◆Multiple imaging positions
◆A controlled indexing mechanism
◆Additional side cameras
◆Line-scan imaging
◆A combination of fixed and moving cameras

The imaging architecture is selected according to the production layout, cycle time, available space, and required surface coverage.

09 · Guide Section

Area-Scan and Line-Scan Imaging

Area-scan cameras

Area-scan cameras capture a complete two-dimensional image at each trigger. They are suitable when:

Multiple camera views are requiredTyres are indexed through the stationDifferent regions require different lightingDetailed local images are neededSeveral images can be captured during rotation
Line-scan cameras

A line-scan camera captures one narrow line of pixels at a time. Controlled tyre movement or rotation builds a continuous, unwrapped image of the tread or sidewall circumference. This makes it easier to:

Inspect the complete circumferenceLocate flash by angular positionAnalyze narrow or repeating defectsMaintain consistent resolutionCreate a continuous tyre-surface record

The correct camera type depends on the tyre geometry, required resolution, defect size, and production speed.

10 · Guide Section

State-of-the-Art AI for Flash Detection

Traditional image-processing algorithms can struggle to separate flash from normal tread texture, lettering, vent features, and moulded edges.

Intelgic’s AI learns these visual differences using representative images of acceptable and unacceptable tyres. Depending on the application, the AI may perform:

01
Flash classification

Determines whether an image region contains flash or an acceptable tyre feature.

02
Object detection

Locates individual flash conditions within the image.

03
Segmentation

Identifies the pixels associated with the flash so that its visible dimensions and area can be measured.

04
Anomaly detection

Flags regions that differ from validated examples of acceptable tyre surfaces, including unexpected excess-rubber conditions.

05
Multi-image analysis

Compares images captured under different lighting directions to separate real flash from shadows and normal moulded features.

06
Region-aware evaluation

Applies different inspection rules depending on whether the flash appears on the tread, shoulder, sidewall, bead, lettering, or another defined region.

11 · Guide Section

Defining Flash Acceptance Criteria in Certainty

Certainty allows users to configure acceptance rules for each tyre model and inspection area. Criteria may include:

◆Maximum flash height
◆Maximum flash width
◆Maximum flash length
◆Maximum visible area
◆Maximum number of flash indications
◆Permitted flash locations
◆Restricted or zero-tolerance regions
◆Distance from critical features
◆Vent-spew tolerance
◆Sidewall appearance requirements
◆Bead-area restrictions
◆Tread-groove obstruction limits

Acceptance rules can be different for each tyre size, pattern, mould, customer, or product grade.

The AI detects and measures the visible condition. Certainty applies the active rules and determines whether the tyre should pass, fail, or be reviewed.

12 · Guide Section

Recipe Management for Different Tyre Models

Tyres differ in:

◆Overall diameter
◆Section width
◆Tread pattern
◆Sidewall geometry
◆Shoulder profile
◆Bead construction
◆Lettering
◆Vent locations
◆Mould-segment arrangement
◆Acceptance criteria

Certainty can maintain a separate inspection recipe for each tyre variant.

What a recipe may control

◆Fixture speed
◆Camera triggers
◆Camera positions
◆Focus and exposure
◆Lighting sequence
◆Image overlap
◆Inspection regions
◆Expected moulded features
◆AI model
◆Flash tolerances
◆Reporting requirements

The correct recipe can be loaded automatically using a barcode, RFID tag, PLC signal, MES work order, tyre marking, or verified operator selection.

13 · Guide Section

How the Inspection Process Works

01Tyre identification — The system identifies the tyre model, size, serial information, mould identity, and production order.
02Automatic recipe selection — Certainty loads the correct camera settings, lighting sequence, inspection regions, AI models, and flash acceptance criteria.
03Tyre positioning — The tyre is located on the rotating fixture or tracked as it moves on the conveyor.
04Image capture — Multiple cameras capture the tread, shoulders, sidewalls, bead regions, and other specified surfaces.
05Image-quality verification — Certainty can check whether each image is:
In focusCorrectly exposedProperly alignedCaptured at the expected positionFree from unacceptable motion blurSufficient for AI analysis
An invalid image can be captured again or assigned for review rather than being recorded as a pass.
06AI analysis — Intelgic’s AI detects visible rubber flash and distinguishes it from acceptable moulded features.
07Flash measurement — The system determines the visible dimensions, location, and affected tyre region.
08Tolerance comparison — Certainty compares the detected flash with the acceptance criteria defined for that tyre model and region.
09Operator notification — When excessive flash is detected, Certainty can flag the tyre and provide the operator with the defect location, annotated image, and reason for rejection.
10Report generation — The system creates a detailed inspection report and communicates the result to connected manufacturing systems.
14 · Guide Section

Operator Alerts and Defect Visualization

When the AI detects flash outside the permitted tolerance, Certainty can display:

◆Tyre identification
◆Defect image
◆Annotated flash location
◆Tyre region
◆Angular position
◆Measured dimensions
◆Permitted tolerance
◆Pass, fail, or review result
◆Recommended inspection or rework action

This helps the operator locate the defect quickly instead of manually searching the complete tyre surface.

15 · Guide Section

Digital Tyre Inspection Records

Certainty can create a digital record for every inspected tyre. The record may include:

◆Tyre model
◆Tyre size
◆Serial or traceability number
◆Work order
◆Mould identification
◆Curing press
◆Inspection date and time
◆Recipe version
◆AI-model version
◆Original images
◆Annotated images
◆Flash dimensions
◆Flash location
◆Acceptance criteria
◆Pass/fail/review status
◆Reinspection result
◆Rework history

These records support traceability, production analysis, quality audits, and mould-maintenance decisions.

16 · Guide Section

Integration with Existing Manufacturing Systems

Certainty can be integrated with existing factory automation and production software.

PLC integration

The platform can exchange:

◆Tyre-present signals
◆Tyre identity
◆Fixture or conveyor status
◆Inspection start
◆Recipe confirmation
◆Camera status
◆Inspection completion
◆Pass/fail/review result
◆Reject or rework-routing command
◆Fault and alarm information

MES integration

MES connectivity can support:

◆Work-order retrieval
◆Automatic recipe selection
◆Tyre traceability
◆Mould and press association
◆Inspection-result storage
◆Rework workflows
◆Production reporting
◆Quality traceability
◆Recipe revision control

ERP and quality-system integration

Certainty can also connect with:

◆ERP systems
◆SCADA
◆Quality-management platforms
◆Factory databases
◆Data historians
◆Customer-specific applications
17 · Guide Section

Cloud-Based Tyre Quality Analytics

Inspection results can be transferred to a secure cloud analytics environment, subject to the manufacturer’s cybersecurity and data-governance policies.

Dashboards may display
  • ✓Tyres inspected
  • ✓Pass and fail rates
  • ✓Flash defects by category
  • ✓Flash dimensions
  • ✓Defects by tyre model
  • ✓Defects by tyre region
  • ✓Defects by mould
  • ✓Defects by curing press
  • ✓Defects by production line
  • ✓Defects by shift
  • ✓Rework frequency
  • ✓Quality trends over time
  • ✓Flash defect heat maps
Recurring flash may indicate
  • ✕Mould-segment joints
  • ✕Parting surfaces
  • ✕Vent conditions
  • ✕Mould wear
  • ✕Mould alignment
  • ✕Closure problems
  • ✕Contamination
  • ✕Process parameters

Aggregated defect locations can reveal where excess rubber repeatedly appears.

These insights can help maintenance and quality teams investigate the process before the condition becomes more severe.

18 · Guide Section

Benefits of Automated Tyre-Flash Inspection

01
Consistent inspection

The system evaluates every tyre using the same imaging method and acceptance criteria.

02
Complete surface coverage

Multiple cameras and controlled tyre movement allow the tread, sidewalls, shoulders, and bead regions to be inspected.

03
Configurable tolerances

Manufacturers can define different flash limits for each tyre model and surface region.

04
Faster defect location

Annotated images and tyre maps show operators where unacceptable flash was detected.

05
Improved traceability

Inspection images, measurements, recipes, and results can be associated with each tyre.

06
Process-quality insights

Analytics can identify recurring flash locations and possible mould or curing-process problems.

07
Reduced manual inspection effort

Automation performs repetitive surface inspection while quality personnel focus on uncertain results and final disposition.

19 · Guide Section

Important Measurement Considerations

A standard 2D camera measures visible image dimensions. Accurate physical measurement requires:

◆Camera calibration
◆Controlled working distance
◆Suitable lens selection
◆Known surface geometry
◆Repeatable tyre position
◆Perspective correction
◆Sufficient image resolution

Because tyres are curved, a two-dimensional image may not reliably measure flash height extending away from the surface in every orientation.

When 3D height or volume matters

When actual three-dimensional height or volume is part of the acceptance criterion, the system may require:

◆3D cameras
◆Laser profilers
◆Structured-light sensors
◆Stereo imaging
◆Another calibrated dimensional sensor

Intelgic can integrate these sensors with Certainty when both visual detection and dimensional measurement are required.

20 · Guide Section

Important Inspection Limitations

Visual AI detects flash that is visible to the selected cameras and lighting system. Detection can be affected by:

◆Insufficient camera resolution
◆Flash hidden inside a deep groove
◆Surface contamination
◆Tyre movement
◆Incomplete camera coverage
◆Low contrast
◆Flash pressed flat against the surface
◆Features outside the calibrated measurement range

The inspection architecture and AI model must be validated using representative tyre sizes, tread patterns, compounds, mould features, acceptable flash, and rejectable flash.

The tyre manufacturer remains responsible for defining acceptance limits and final product disposition.

21 · Guide Section

Validating a Tyre-Flash Inspection System

Validation should include:

◆Identifying every tyre model and size
◆Mapping the required inspection regions
◆Defining acceptable and unacceptable flash
◆Establishing minimum detectable flash dimensions
◆Collecting representative production samples
◆Including normal vent spews and moulded features
◆Testing tread, shoulder, sidewall, and bead regions
◆Testing different rubber compounds and surface conditions
◆Evaluating camera and lighting arrangements
◆Confirming complete circumferential coverage
◆Testing intentionally acceptable and rejectable samples
◆Measuring false-accept and false-reject performance
◆Verifying physical measurement accuracy
◆Integrating PLC and MES signals
◆Establishing periodic calibration and performance checks

The system should generate a review-required result when the available image does not provide sufficient evidence for a reliable decision.

22 · Guide Section

Tyre-Flash Detection from Intelgic

Intelgic combines industrial cameras, rotating fixtures or conveyor-based imaging, specialized lighting, state-of-the-art AI, and the Certainty inspection platform to detect rubber flash defects in tyre manufacturing.

For stationary inspection, a tyre is mounted on a fixture and rotated while multiple strategically positioned cameras capture the tread, shoulders, sidewalls, bead regions, and other required surfaces.

For conveyor-based inspection, cameras are positioned around the production line and triggered as each tyre enters the defined field of view. Multiple images provide the coverage required for flash detection.

Certainty identifies each flash condition, applies user-defined acceptance tolerances, alerts the operator when excessive flash is detected, and generates a detailed digital inspection report.

Looking to automate tyre-flash inspection? Contact Intelgic to discuss a stationary or conveyor-based Visual AI inspection system powered by the Certainty platform.

23 · Guide Section

Frequently Asked Questions

What is a rubber flash on a tyre? +

Rubber flash is excess cured rubber that extends beyond the tyre’s intended geometry. It may appear as a thin ridge, fin, projection, or sheet near mould joints, vents, tread features, sidewalls, shoulders, or bead areas.

Why does flash form during tyre manufacturing? +

Flash forms when uncured rubber enters small gaps between mould sections or vent openings during curing. Mould wear, misalignment, contamination, material volume, pressure, and other process conditions can influence its formation.

Is all tyre flash considered defective? +

No. Manufacturers normally allow a defined amount of flash in specified areas. Certainty compares the detected flash with the configured tolerance for the tyre model and surface region.

How does the stationary inspection system work? +

The tyre is mounted on a rotating fixture. Multiple cameras capture images of the tread, shoulders, both sidewalls, bead regions, and other required surfaces while the tyre rotates.

Can tyres be inspected while moving on a conveyor? +

Yes. Cameras can be installed at strategic locations and triggered as tyres enter their fields of view. Multiple cameras and images are used to cover the required tyre surfaces.

Can the system inspect the complete tyre circumference? +

Yes. A rotating fixture, controlled rotation on the conveyor, line-scan imaging, or multiple imaging positions can be used to capture the complete circumference.

Can AI distinguish flash from normal vent spews? +

Yes, when the system is trained and validated using representative examples. Certainty can apply separate acceptance rules for normal vent features and excessive rubber projections.

Can Certainty measure the size of the flash? +

Yes. A calibrated imaging system can measure visible length, width, and area. A 3D sensor may be required when actual height or volume must be measured on a curved surface.

Can different flash tolerances be applied to different tyre regions? +

Yes. Certainty can apply different criteria to the tread, shoulder, sidewall, lettering, bead, vent locations, and other defined inspection regions.

Can Certainty integrate with existing PLC and MES systems? +

Yes. Certainty can exchange tyre identity, recipes, machine status, inspection results, alarms, reject commands, and traceability information with existing manufacturing systems.

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