Currently, there are deep learning algorithms that are used for denoising and they work pretty well, here is an example https://arxiv.org/pdf/1608.03981.pdf .
gprechter
This reminds me of a paper I've read about image processing recently. It doesn't necessarily have to do with noise, but the above comment reminded me of this paper. It's on Image Super Resolution: https://ieeexplore.ieee.org/document/7115171
Essentially, the idea is to correctly increase the resolution of an image. This method implies deep learning, and while a naive attempt may leave an image filled with noise, by incorporating deep learning, the researchers were able to create an algorithm that could upscale images quite well.
tyleryath
I find it very interesting that some deep learning techniques approach image de-noising by training their models on noisy images, and not the other way around.
Currently, there are deep learning algorithms that are used for denoising and they work pretty well, here is an example https://arxiv.org/pdf/1608.03981.pdf .
This reminds me of a paper I've read about image processing recently. It doesn't necessarily have to do with noise, but the above comment reminded me of this paper. It's on Image Super Resolution: https://ieeexplore.ieee.org/document/7115171 Essentially, the idea is to correctly increase the resolution of an image. This method implies deep learning, and while a naive attempt may leave an image filled with noise, by incorporating deep learning, the researchers were able to create an algorithm that could upscale images quite well.
I find it very interesting that some deep learning techniques approach image de-noising by training their models on noisy images, and not the other way around.