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On the other hand, it's not suitable for inspecting defects on static visual inspection, such as PCB (Printed Circuit Boards), where the orientation of the parts is being checked and we e.g. want to recongize recognize if some individual part is flipped. In this case, the flip augmentations should be disabled for the model to learn the different classes correctly.
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Resistance to Deviation can be described as a fine tune tool, when its value is increased it will ignore the detection of small defects. This augmentation should be implemented , when there’s a presence of a lot of false positives. In summary, it can be used to ignore noise or other deviation deviations in the image.
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Attention: Please note that other settings may be the actual cause of false positives. Therefore, only attempt to change this augmentation value when you made sure the correct best practices were done overall for your project. |
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