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The Unsupervised module available is https://pekatvision.atlassian.net/wiki/x/p4abKQ Anomaly Detector,where the only required end-user input is to assign at least 30% of the images to the OK class.

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The Training mode for PEKAT is available for the following AI Modules:

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The Training begins after clicking on the Start Training button, from that point a dialog window will display a training chart only for the following modules:Classifier

Surface Detection

Based on the chart displayed, its graph gives you an indication of the ideal moment to stop the training.

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Extend model function is only available for the modules Classifier, Detector, OCR, Surface Detection.

This function allows you to perform further training on an already-trained model. The option to extend model is only available if you have at least one already trained model (otherwise the option is hidden).

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Extend Model for OCR Module

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Extend Model for Surface Detector Module

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Training data split

By adjusting the training data split you can choose how many of the images you annotated will be used for training and how many will be used for testin (the testing images will be used to calculate statistics that are displayed in the Confusion matrix).

The images are split between training and testing pseudo-randomly. A seed is used to initiate a random number generator that is used to split the images. This means that the same seed results in the same data split.

Note

The split with the same seed will only be the same with the same image set. If you add or remove images (to the project as a whole, not annotations) then the wplit will be different.

Augmentation

For a detailed explanation regarding augmentation, visit the article https://pekatvision.atlassian.net/wiki/x/e4WbKQ Augmentation Glossary.

Model Validation

After training, the new model is automatically selected and its preview is shown. A different model can be selected from the model list using the Change button and then clicking on the desired model to check the model’s results, as shown in the pictures below. When a model is selected, the statistics will then be based on the selected model.

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To delete multiple models use CTRL for selecting the models and then click the DELETE SELECTED button.

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Model importing

To import a model click on the IMPORT MODEL button and then find your model (.zip file) in the file system.