alg-leon / denoise_deep_learning

Denoise for deep learning.

Paper

Image Denoise

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

• Kai Zhang, Wangmeng Zuo, Yunjin Chen, Deyu Meng, Lei Zhang TIP 2017
  • First deep learning method.

Video Denoise

Non-Local Video Denoising by CNN [paper] [github]

• Axel Davy, Thibaud Ehret, Gabriele Facciolo, Jean-Michel Morel, Pablo Arias Arxiv 201811
  • First successful application of a CNN to video denoising.
  • Feed video self-similarities to a CNN.

VidCNN - Learning Blind Video Denoising [paper][github]

• MICHELE_CLAUS Arxiv 2019

Image Restoration

Noise2Noise: Learning Image Restoration without Clean Data [paper] [github]

• Jaakko Lehtinen, Jacob Munkberg, Jon Hasselgren, Samuli Laine, Tero Karras, Miika Aittala, Timo Aila

Result Comparasion