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Image Restoration with Generative Adversarial Networks (GANs)

Using Generative Adversarial Networks to restore image quality.

Image Restoration

Dataset generation

Crappified Images (Left), Original Images (Right) from Oxford Pets Dataset.
Image Restoration with Generative Adversarial Networks (GANs) 1

Pre-Training Generator and Critic

Image Restoration with Generative Adversarial Networks (GANs) 1
Results of pre-training generator network
Image Restoration with Generative Adversarial Networks (GANs) 2
Critic pre-training dataset with Originals (label as images) and Fakes (label as image_gen)

GAN training

Results

Image Restoration with Generative Adversarial Networks (GANs) 3
Image Restoration with Generative Adversarial Networks (GANs) 4

Conclusion

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