Create the defects.
Before you meet them.

OV Auto-Defect Creator Studio helps you create synthetic training images from clean parts. Choose a region, describe the defect, and explore the variations your inspection needs to see.

Bring these tools to your team.

GenAI tools are available to Overview customers and select partners. Your Overview representative can help you get access and confirm what is included for your team.

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Metal component — Clean reference
Metal component — AI-generated defect

Physics. Chemistry. Geometry.

Material-aware AI generates the defect and its consequences—from fracture, deformation, and pressure loss to chemical residue, exposed layers, and changing reflections.

Battery cells — Clean reference
Battery cells — AI-generated defect

Puncture the cell.Show the chemical aftermath.

A breached pouch with localized residue and discoloration. The damage extends beyond the puncture itself.

Illustrative AI-generated defects. Review image quality and validate inspection performance with real parts.

300+ connector SKUs.
Zero real defects.

Scratch and dent variations across hundreds of connector SKUs, without damaging a single physical part. Each SKU starts with its own reference image.

See the connector project

Generate a dataset with Batch mode.

Choose several locations, set the number of images and defects per image, and generate varied appearances in one run.

  1. 01Mark several locations
  2. 02Set images and defects per image
  3. 03Generate in one run

Start with a good part.
Show AI where to work.

Upload a clean reference image and mark the regions that matter. Describe the defect, then review the variations before adding them to your training set.

01

Select the region

Put the variation exactly where you need it.

02

Describe the defect

Describe the type and appearance.

03

Review and export

Check the result before adding it to your dataset.

Defect Creator canvas with selected regions on an industrial part

Defect Creator canvas with selected regions on an industrial part

Your instruction

Add a scratch inside the selected region. Follow the surface and keep the surrounding part unchanged.

One clean part.
Every way it fails.

One photographed connector. Eight generated defect types. Build coverage for failures you do not have physical samples of.

Clean reference

Clean reference

Clean reference

Scratch

Scratch

Scratch

Dent

Dent

Dent

Tool mark

Tool mark

Tool mark

Oxidation

Oxidation

Oxidation

Corrosion

Corrosion

Corrosion

Chip

Chip

Chip

Stain

Stain

Stain

Porosity

Porosity

Porosity

Generate bent pins on PCB connectors.

Select individual pin rows, generate damage, and inspect the result at connector scale. Review the selection and generated pins before adding the image to your training set.

AI-generated bent pins on the selected connector rows

AI-generated bent pins on the selected connector rows

Transfer an existing defect onto a new part.

Capture a defect you already have, select where it should appear on another part, and generate it on that surface. Defect Transfer adapts the reference to the new geometry, material, and lighting.

An existing crack selected as a custom defect reference

An existing crack selected as a custom defect reference

Try nine takes on one defect.

Describe the defect and its location. Simulate explores nine interpretations, so you can compare results and choose the wording that fits your part. Save that wording as a custom defect.

Simulate mode exploring nine takes on one defect

Simulate mode exploring nine takes on one defect

Restyle parts for new materials and SKUs.

Change the color, material, or finish of the whole reference image. Restyle helps you create product variants for a new SKU without starting the image collection again.

Restyle result showing the same car seat in red upholstery

Restyle result showing the same car seat in red upholstery

Import from your OV camera.
Export back to it.

Import images from your OV camera, generate the examples you need, and export selected training images back into its recipe.

Illustrated workflow: import images from an Overview camera, generate defects, and prepare training images with defect masks

Defect masks with your images.

Generate labels alongside the images for segmentation training. Review masks before training. This experimental option works best with surface defects such as scratches, dents, and wrinkles.

Manage your defect dataset in one library.

Review generated images, compare them with the original, and download the examples you want to keep.

Illustrative PCB project library with variations of the same board

Illustrative PCB project library with variations of the same board

Share custom defects with your team.

Build a library of your own defect definitions. Export them as a JSON file and share it with teammates, who can import the same definitions into their projects.

Your custom defectscustom-defects.jsonImport into a teammate’s project

Before you generate.

What is synthetic defect data?

It is an image of a defect generated from a reference part. It helps you create targeted training variations without waiting to collect every failure from the production line.

Do I need a real defective part?

You can start from a clean reference image, select a region, and describe a defect. For Defect Transfer, an existing defect image provides a visual reference for the new variation.

Can I choose where the defect appears?

Yes. Mark the region on the reference image and configure the defect type and severity. Review each generated result before using it for training.

How should I validate the generated data?

Review whether the defect, lighting, material, and surrounding part look appropriate. After training, evaluate the inspection using representative real good and defective parts, including the edge cases that matter to your process.

How do I get access?

Contact your Overview representative or request access. Existing users can sign in to the GenAI tools workspace.

Build your next defect dataset.

Included free with your Overview camera.

Bring these tools to your team.

GenAI tools are available to Overview customers and select partners. Your Overview representative can help you get access and confirm what is included for your team.

Talk to our teamAlready have access? Sign in
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