C-Cracks is a tool to identify and repair cracks in microscopy images. The authors in  propose to use the C-Cracks to crack the disk image. However, in this project, we didn't use C-Cracks to crack the disk images because it requires a significant time to crack the disk. In addition, the authors had a different goal to crack disk images, i.e., to use the cracked disk images to construct a crack database. We don't have to crack every disk images.
As to the crack detection model, the autoencoders were chosen to perform crack detection because it can transform a high-dimensional image into a low-dimensional one and has a good capacity to capture the most information in the data. It can also translate the crack pixels into crack patches (see Fig. 1). The convolutional autoencoder is also used for detection crack because it has a good ability to extract features in the crack pixel patches. The trained model consists of the encoder part and the decoder part. The encoder part is used to represent the cracked image patches and the decoder part is used to reconstruct the cracked image patches. The decoder part can also be treated as a classifier.
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