Image restoration using deep learning

 

Introduction

The task of image restoration is to restore a clean image from its degraded version. We propose image restoration methods based on deep neural networks.

image-restoration.png

 

References

Masanori Suganuma, Xing Liu, Takayuki Okatani: Attention-based Adaptive Selection of Operations for Image Restoration in the Presence of Unknown Combined Distortions, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 [PDF]

Xing Liu, Masanori Suganuma, Zhun Sun, Takayuki Okatani: Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 [PDF]