Research Area:  Machine Learning

Abstract:

Since the proposal of big data analysis and Graphic Processing Unit (GPU), the deep learning technique 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 in recent years. Moreover, 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.

Keywords:  
Deep learning
Convolutional neural networks
GPU
Image denoising

Author(s) Name:  Chunwei Tian, Yong Xu, Lunke Fei & Ke Yan

Publisher name:  Springer

DOI:  10.1007/978-981-13-5841-8_59

Volume Information:  

Paper Link:   https://link.springer.com/chapter/10.1007/978-981-13-5841-8_59