in Image Restoration Computer Vision ~ read.

FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising(TIP)

. Zhang, W. Zuo, L. Zhang, "FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising," IEEE Trans. on Image Processing, 2018.

two ideas:
downsampled subimage + noise level map as input