Ruikang Xu, Zeyu Xiao, Jie Huang, Yueyi Zhang, Zhiwei Xiong. EDPN: Enhanced Deep Pyramid Network for Blurry Image Restoration. In CVPRW 2021. (Winner of NTIRE Challenge 2021 on Image Deblurring Track 1. Low Resolution)
- This repository is based on [EDVR/old_version], you can install DeformConv by following [EDVR/old_version]
- Python 3 (Recommend to use Anaconda)
- PyTorch 1.2.0:
conda install pytorch=1.2.0 torchvision cudatoolkit=9.2 -c pytorch - numpy:
pip install numpy - opencv:
pip install opencv-python - tensorboardX:
pip install tensorboardX
Take blurry image super-resolution as an example
cd deblur_SR/datasets && python createTxt.py
Take blurry image super-resolution as an example
cd deblur_SR && python train.py
Take blurry image super-resolution as an example
cd deblur_SR && python inference.py
@InProceedings{Xu_2021_CVPRW_EDPN,
author = {Xu, Ruikang and Xiao, Zeyu and Huang, Jie and Zhang, Yueyi and Xiong, Zhiwei},
title = {EDPN: Enhanced Deep Pyramid Network for Blurry Image Restoration},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition WorkShops (CVPRW)},
month = {June},
year = {2021}
}
@InProceedings{Nah_2021_CVPRW_Deblur,
author = {Nah, Seungjun and Son, Sanghyun and Lee, Suyoung and Timofte, Radu and Lee, Kyoung Mu},
title = {NTIRE 2021 Challenge on Image Deblurring},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition WorkShops (CVPRW)},
month = {June},
year = {2021}
}
Any question regarding this work can be addressed to xurk@mail.ustc.edu.cn and zeyuxiao@mail.ustc.edu.cn.