Deep Learning for Image Denoising: A Survey
It provides a comprehensive survey for researchers in image processing, but is incremental as it summarizes existing work.
This paper reviews and summarizes deep learning technologies for image denoising in recent years, analyzing conventional machine learning methods and suggesting future research directions.
Since the proposal of big data analysis and Graphic Processing Unit (GPU), the deep learning technology has received a great deal of attention and has been widely applied in the field of imaging processing. In this paper, we have an aim to completely review and summarize the deep learning technologies for image denoising proposed in recent years. Morever, we systematically analyze the conventional machine learning methods for image denoising. Finally, we point out some research directions for the deep learning technologies in image denoising.