FormNet: Formatted Learning for Image Restoration

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society, pp. 6302-6314, 2020.

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Abstract:

In this paper, we propose a deep CNN to tackle the image restoration problem by learning formatted information. Previous deep learning based methods directly learn the mapping from corrupted images to clean images, and may suffer from the gradient exploding/vanishing problems of deep neural networks. We propose to address the image restor...More

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