Model Training

Your defect. Your images. Your model.

Some defects are specific to your product and need a custom inspection model. Train your own model offline, directly on the machine.

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1,000,000+Real production images It starts from our visual foundation model, trained on over a million real production images.

It starts from our visual foundation model, trained on over a million real production images.

You train the model yourself.Built-in model training Collect images, label examples and train your model—all within the inspection software, with no cloud upload required.

Collect images, label examples and train your model—all within the inspection software, with no cloud upload required.

Train a model in five steps.

  • 01 Add to the dataset One click on any inspected region, or a whole product at once, puts the images into the dataset. Feedback from the review screen lands there too.
  • 02 Label OK or NG Label each image as OK or NG. The software tracks unlabelled images so you can pause and resume later.
  • 03 Train Name your model, start training and monitor its performance. Stop at any time and keep the best result so far.
  • 04 Check the result Evaluate the model on images not used for training. Review correct predictions, false calls and missed defects in a results table.
  • 05 Apply the model Apply the model to selected inspection regions and set it as the default for the group. It runs alongside your existing inspection checks.
Model training: label images, train, run inspection, check results and customize model types

Watch: training a model, start to finish

Teach the model what matters on your boards.

Build on our visual foundation model to inspect niche defects specific to your products. Train with labelled images from your own production to extend its inspection capabilities.

Inspection 0140 alerts
Inspection 01 result screen, NG Components: 40, with the recorded alert list.
Inspection 0219 alerts
Inspection 02 result screen, NG Components: 19, with the recorded alert list.
Inspection 036 alerts
Inspection 03 result screen, NG Components: 6, with the recorded alert list.

Improvement in practice

This demo shows 40, 19 and 6 alerts across three inspections, with feedback and adjustments between runs. Counts shown are alerts, not confirmed defects.

Your data stays in your facilities.

No internet, no cloud, no account Train locally on the machine, without an internet connection, cloud service or online account.Your images stay local Collect, label and train on your images locally. No image upload is required.The model is your property Your team trains the model on your production images. The model belongs to you and is not shared with other customers.Train separately from production Collect and label images, train on a separate machine, then transfer the finished model to your production machine.Add to your existing inspections Your custom model adds a check to selected inspection regions. Existing inspection checks continue to run.Update or replace your model Disable the model for a group, retrain it with more examples or replace it with a newer version.Improve an existing inspection

If an existing inspection produces false calls, you may not need a separate custom model. Submit feedback and run AI Update to improve the existing model.

Send us a board and we will tell you which machine it needs.

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