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Pytorch Implement of the paper "Segmentation-Based Deep-Learning Approach for Surface Defect Detection"

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I trained the segmentation network and got the best result in 50 epochs. However, after 60 epochs the valid result is vanishing. Do you know why it is? Thank you!

I try to train the segmentation network in the koltektorSDD Dataset, either the MSEloss, or the BCEloss(), the training process cannot converge~~no matter the lr = 0.005, 0.01,0.1 ... I...