Fixing Images without a GAN

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Do you have old images that need to be fixed up? Want to try super-resolution without a Generative Adversarial Network (GAN)? Maybe you want to remove lines from images. What if you want to colorize old black and white images like Deoldify?
With an algorithm that degrades your good images to be like your expected input images, you can build an accurate deep learning model to transform your input images. Then you can scale your image fixing capability.

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Fixing Images without a GAN