Wood FlooringSynthetic Scratch + Style Transfer
Build a scratch inspection model for engineered wood flooring entirely with synthetic data, then retarget it across laminate and composite finishes with Style Transfer. From a clean reference plank to a deployed live HMI running on the line, all in one studio session.
Full Workflow
8-Step Walkthrough
Follow the full deployment from a clean reference plank, through synthetic scratch authoring and Style Transfer, all the way to the live HMI catching defects on the line.
Clean Plank Reference
Start with a defect-free engineered wood flooring plank captured on the line at production lighting. The reference image carries the actual grain pattern, finish reflectance, and natural color variation the OV20i will see at the inspection station. Knots and color variation are part of the "good" class, not defects.
Engineered flooring carries natural variation that classical CV systems often flag as defect. The reference set tells the model exactly which patterns are acceptable, so the model does not over-reject normal product.
What This Demonstrates
Capabilities on Display
The wood flooring walkthrough proves four properties of synthetic-data inspection that matter for multi-variant manufacturing lines.
AI Material Detection
The studio recognizes the plank as wood-grain laminate sheet and surfaces the relevant style and defect axes automatically. No manual recipe configuration.
Synthetic + Custom Defect Classes
Suggested classes (scratch, scuff, chip, crack) plus a plant-specific custom class slot. If the OEM measures it, the studio can synthesize it.
Style Transfer Across Finishes
One labeled scratch becomes a labeled scratch on every finish in the catalog. Wood, laminate, composite, black composite. No re-shooting required.
Production-Ready HMI
The same recipe runs on the OV20i HMI with full production statistics: inspections, pass/fail counts, yield percentage, alignment confidence.
Why Style Transfer
One Defect, Every Finish
The Variant Problem
Engineered flooring plants run wood, laminate, and composite finishes through the same inspection station. Without Style Transfer, each finish needs its own labeled defect dataset. With Style Transfer, one labeled scratch covers them all.
The Onboarding Win
Adding a new finish to the catalog drops from a multi-week data-collection effort to a one-minute Style Transfer pass. The inspection model sees the new variant on day one of production, not three weeks later.
Geometry Preserved
Style Transfer changes color and material appearance. The scratch location, severity, and surface curvature stay locked. The same labeled annotation flows through to every variant render.
Custom Defects Cross Finishes
The plant-specific custom defect classes (the things the OEM customer measures on receipt inspection) retarget across finishes alongside the canonical defect types. Every quality definition propagates automatically.
Explore More
Other Use Cases
See how the same studio handles different product types and defect generation scenarios.
Contaminant Verification
Food-safety contaminant detection on an oatmeal belt. Trained entirely on synthetic foreign-object defects, validated against real metal, plastic, and a sharp nail.
Connector Defect Generation
AI-suggested defect types, severity slider control, and two defect classes (dent + extra plastic) generated on an industrial electrical connector in a single session.
Build Wood Flooring Inspection in One Studio Session
Send us a clean reference plank from your line. We return a working scratch inspection model, style-transferred across every finish in your catalog, ready for a 30-day pilot.