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Bags, Luggage and Handbag Leather Inspection

Bags and handbags leather inspection: for genuine leather, PU and microfiber leather in bags and handbags, inline imaging + AI judgement of stains, scratches, wrinkles, color difference, damage and grain consistency, outputting OK/NG.

Application Overview

Stain, scratch and color difference inspection of leather for bags and handbags

Quick answers

Inspection of stains, scratches, wrinkles, color difference, damage and grain consistency on the surface of bags and luggage / handbag leather (genuine leather / PU / microfiber); inline imaging plus AI judges defects and marks their positions.

Bags and handbags are large-area leather cut pieces and wrapped parts; natural leather grain varies widely, and stains, scratches and color differences have low contrast on two-tone or embossed leather, making manual visual inspection standards hard to unify.

This station covers leather cut pieces and laminated appearance for bags and luggage, focusing on stains, scratches, wrinkles, color difference, and damage; leather grain consistency is also compared.

Inspection is at the post-cutting or post-lamination process step, imaging per piece or per zone; illumination and algorithms are adjusted by leather type (genuine leather / PU / microfiber / embossed).

inspection Targets

What This Station Actually Has to Judge

inspection itemDescription
stain Oil stains, fingerprints, discoloration
scratch Surface Scuff
Wrinkle / IndentationLeather creases, indentations
color difference Differs from the standard sample
Damage / HoleHoles, Pinholes
Leather Grain ConsistencyGrain Anomaly
Wrapping DelaminationLamination Defect

Why Inspect

Problems with manual visual inspection at this step

Bags and luggage leather varies widely in natural grain, and stains and scratches on embossed and two-tone leather have low contrast, making manual visual standards hard to unify and missed judgements likely in mass production.

Grain consistency affects the appearance of the whole batch and requires grain comparison rather than single-point judgement, which places high demands on algorithm coverage.

  • Natural leather grain varies widely
  • Low contrast on embossed / two-tone leather
  • Leather grain consistency requires comparison
  • Manual labour standards are hard to unify

How Inspect

Stations and Inspection Chain

Bag and Handbag Leather Inspection: Inspection Zone DiagramThe workpiece is divided into several inspection positions, each judged in turn before composing the part-level OK/NG conclusion.Workpiece (Illustrative)123456Each product is divided into 6 inspection positions according to the assembly drawing, and the conclusion for the whole part is combined from the position-by-position judgementsInspection position (ROI) judged qualifiedThis position NG → whole part judged NG
Inspection position (ROI) zoning diagram ——Bags, luggage and handbag leather inspection usually divides the inspection area position by position according to the assembly drawing; if any position is judged NG, the whole part is judged NG.
  • 01 Loading and flattening leather
  • 02 Area-scan camera imaging
  • 03 Low-angle light highlights scratches
  • 04 Diffused light stain inspection
  • 05 Color patch comparison for color difference
  • 06 AI leather grain classification
  • 07 Outputs OK/NG at the marked position
  • 08 Interlocking rejection/sorting
  • 09 Image and data archiving

How to Inspect

For leather, an area scan camera with combined low-angle / diffuse illumination is used: scratches are highlighted by low-angle light, stains are segmented using diffuse light, and leather grain consistency is compared by AI classification; this is imaging that combines texture and surface.

Surface Defect Inspection Equipment
Surface Defect Inspection Main Unit

inspection defect

Defect TypesTypical ManifestationsInspection Focus Points
stain Oil Stains, DiscolorationDiffused-light Segmentation
scratch AbrasionLow-Angle Light
wrinkleIndentation, WrinkleLow-Angle Light
color difference Local DiscolorationColor Patch Comparison
damageholeBacklight
Leather Grain AnomalyInconsistent GrainAI classification
Layer separationLamination BubbleMulti-angle

Applicable equipment

Application Industry

Common Question

What Does Bag and Luggage Leather Inspection Check?
Stains, scratches, wrinkles, color differences and damage are the main controlled items; embossed leather and two-tone leather have low contrast, so judgement relies more on AI classification.
Can it replace manual labor?
Full in-line inspection with marking reduces the manual visual inspection workload; the acceptance standard for natural grain must be defined on site, and review still requires personnel.
What Is the Approximate Equipment Price?
To be added. The price depends on the inspection area, the number of cameras and the production line integration method, and must be evaluated according to the leather and site conditions.
Can Genuine Leather and PU Share the Same System?
The imaging framework is the same, but thresholds and models differ by leather type; genuine leather varies greatly in grain and relies more on AI.
How is color difference judged?
Compares color patches against a standard sample and sets a tolerance; the tolerance must be confirmed on site.
Are results traceable?
Yes. Individual part defects and images are archived.
Does Switching Leather Material Require Retuning?
Yes. Different leather materials use different recipes; just call up the recipe.

Submit sample testing

Typical OK/NG bag leather samples can be sent for a measured trial: illumination and classification model solutions are determined by the leather type.

JPG / PNG supported, multiple files allowed
Each file must not exceed 20 MB
    JPG / PNG supported, multiple files allowed
    Each file must not exceed 20 MB
      JPG / PNG supported, multiple files allowed
      Each file must not exceed 20 MB
        A solution engineer will contact you within 1 business day after submission

        Need to assess imaging conditions, defect criteria and cycle time item by item? Go to the Full Requirement Assessment →

        Can This Application Be Done? Sending a Sample for Testing Is the Most Direct Answer

        Incoming material, part orientation and cycle time vary widely from factory to factory. Send us real samples and we will run imaging and judgement validation against your production line conditions, then give you a configuration proposal you can actually implement.

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