CVPR 2019 Open Access Repository

New Trends in Image Restoration and Enhancement

Real Photographs Denoising With Noise Domain Adaptation and Attentive Generative Adversarial Network: Kai Lin,

Thomas H. Li,

Shan Liu,

Ge Li; [pdf]
[bibtex]
@InProceedings{Lin_2019_CVPR_Workshops,
author = {Lin, Kai and Li, Thomas H. and Liu, Shan and Li, Ge},
title = {Real Photographs Denoising With Noise Domain Adaptation and Attentive Generative Adversarial Network},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Multi-Level Encoder-Decoder Architectures for Image Restoration: Indra Deep Mastan,

Shanmuganathan Raman; [pdf] [supp]
[bibtex]
@InProceedings{Mastan_2019_CVPR_Workshops,
author = {Deep Mastan, Indra and Raman, Shanmuganathan},
title = {Multi-Level Encoder-Decoder Architectures for Image Restoration},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Learning Deep Image Priors for Blind Image Denoising: Xianxu Hou,

Hongming Luo,

Jingxin Liu,

Bolei Xu,

Ke Sun,

Yuanhao Gong,

Bozhi Liu,

Guoping Qiu; [pdf]
[bibtex]
@InProceedings{Hou_2019_CVPR_Workshops,
author = {Hou, Xianxu and Luo, Hongming and Liu, Jingxin and Xu, Bolei and Sun, Ke and Gong, Yuanhao and Liu, Bozhi and Qiu, Guoping},
title = {Learning Deep Image Priors for Blind Image Denoising},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Conditional GANs for Multi-Illuminant Color Constancy: Revolution or yet Another Approach?: Oleksii Sidorov; [pdf]
[bibtex]
@InProceedings{Sidorov_2019_CVPR_Workshops,
author = {Sidorov, Oleksii},
title = {Conditional GANs for Multi-Illuminant Color Constancy: Revolution or yet Another Approach?},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Deep Graph Laplacian Regularization for Robust Denoising of Real Images: Jin Zeng,

Jiahao Pang,

Wenxiu Sun,

Gene Cheung; [pdf] [supp]
[bibtex]
@InProceedings{Zeng_2019_CVPR_Workshops,
author = {Zeng, Jin and Pang, Jiahao and Sun, Wenxiu and Cheung, Gene},
title = {Deep Graph Laplacian Regularization for Robust Denoising of Real Images},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Multi-Stage Optimization for Photorealistic Neural Style Transfer: Richard R. Yang; [pdf]
[bibtex]
@InProceedings{Yang_2019_CVPR_Workshops,
author = {Yang, Richard R.},
title = {Multi-Stage Optimization for Photorealistic Neural Style Transfer},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Natural Image Noise Dataset: Benoit Brummer,

Christophe De Vleeschouwer; [pdf]
[bibtex]
@InProceedings{Brummer_2019_CVPR_Workshops,
author = {Brummer, Benoit and De Vleeschouwer, Christophe},
title = {Natural Image Noise Dataset},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
VORNet: Spatio-Temporally Consistent Video Inpainting for Object Removal: Ya-Liang Chang,

Zhe Yu Liu,

Winston Hsu; [pdf]
[bibtex]
@InProceedings{Chang_2019_CVPR_Workshops,
author = {Chang, Ya-Liang and Yu Liu, Zhe and Hsu, Winston},
title = {VORNet: Spatio-Temporally Consistent Video Inpainting for Object Removal},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
DenseNet With Deep Residual Channel-Attention Blocks for Single Image Super Resolution: Dong-Won Jang,

Rae-Hong Park; [pdf]
[bibtex]
@InProceedings{Jang_2019_CVPR_Workshops,
author = {Jang, Dong-Won and Park, Rae-Hong},
title = {DenseNet With Deep Residual Channel-Attention Blocks for Single Image Super Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Light Field Super-Resolution: A Benchmark: Zhen Cheng,

Zhiwei Xiong,

Chang Chen,

Dong Liu; [pdf] [supp]
[bibtex]
@InProceedings{Cheng_2019_CVPR_Workshops,
author = {Cheng, Zhen and Xiong, Zhiwei and Chen, Chang and Liu, Dong},
title = {Light Field Super-Resolution: A Benchmark},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Exemplar Guided Face Image Super-Resolution Without Facial Landmarks: Berk Dogan,

Shuhang Gu,

Radu Timofte; [pdf] [supp]
[bibtex]
@InProceedings{Dogan_2019_CVPR_Workshops,
author = {Dogan, Berk and Gu, Shuhang and Timofte, Radu},
title = {Exemplar Guided Face Image Super-Resolution Without Facial Landmarks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Recursive Image Dehazing via Perceptually Optimized Generative Adversarial Network (POGAN): Yixin Du,

Xin Li; [pdf] [supp]
[bibtex]
@InProceedings{Du_2019_CVPR_Workshops,
author = {Du, Yixin and Li, Xin},
title = {Recursive Image Dehazing via Perceptually Optimized Generative Adversarial Network (POGAN)},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Aspect-Ratio-Preserving Multi-Patch Image Aesthetics Score Prediction: Lijie Wang,

Xueting Wang,

Toshihiko Yamasaki,

Kiyoharu Aizawa; [pdf]
[bibtex]
@InProceedings{Wang_2019_CVPR_Workshops,
author = {Wang, Lijie and Wang, Xueting and Yamasaki, Toshihiko and Aizawa, Kiyoharu},
title = {Aspect-Ratio-Preserving Multi-Patch Image Aesthetics Score Prediction},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
ViDeNN: Deep Blind Video Denoising: Michele Claus,

Jan van Gemert; [pdf]
[bibtex]
@InProceedings{Claus_2019_CVPR_Workshops,
author = {Claus, Michele and van Gemert, Jan},
title = {ViDeNN: Deep Blind Video Denoising},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
An Epipolar Volume Autoencoder With Adversarial Loss for Deep Light Field Super-Resolution: Minchen Zhu,

Anna Alperovich,

Ole Johannsen,

Antonin Sulc,

Bastian Goldluecke; [pdf]
[bibtex]
@InProceedings{Zhu_2019_CVPR_Workshops,
author = {Zhu, Minchen and Alperovich, Anna and Johannsen, Ole and Sulc, Antonin and Goldluecke, Bastian},
title = {An Epipolar Volume Autoencoder With Adversarial Loss for Deep Light Field Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Evaluating Parameterization Methods for Convolutional Neural Network (CNN)-Based Image Operators: Seung-Wook Kim,

Sung-Jin Cho,

Kwang-Hyun Uhm,

Seo-Won Ji,

Sang-Won Lee,

Sung-Jea Ko; [pdf]
[bibtex]
@InProceedings{Kim_2019_CVPR_Workshops,
author = {Kim, Seung-Wook and Cho, Sung-Jin and Uhm, Kwang-Hyun and Ji, Seo-Won and Lee, Sang-Won and Ko, Sung-Jea},
title = {Evaluating Parameterization Methods for Convolutional Neural Network (CNN)-Based Image Operators},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Edge Detection Techniques for Quantifying Spatial Imaging System Performance and Image Quality: Oliver van Zwanenberg,

Sophie Triantaphillidou,

Robin Jenkin,

Alexandra Psarrou; [pdf]
[bibtex]
@InProceedings{Zwanenberg_2019_CVPR_Workshops,
author = {van Zwanenberg, Oliver and Triantaphillidou, Sophie and Jenkin, Robin and Psarrou, Alexandra},
title = {Edge Detection Techniques for Quantifying Spatial Imaging System Performance and Image Quality},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Histogram Learning in Image Contrast Enhancement: Bin Xiao,

Yunqiu Xu,

Han Tang,

Xiuli Bi,

Weisheng Li; [pdf]
[bibtex]
@InProceedings{Xiao_2019_CVPR_Workshops,
author = {Xiao, Bin and Xu, Yunqiu and Tang, Han and Bi, Xiuli and Li, Weisheng},
title = {Histogram Learning in Image Contrast Enhancement},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Optimization-Based Data Generation for Photo Enhancement: Mayu Omiya,

Yusuke Horiuchi,

Edgar Simo-Serra,

Satoshi Iizuka,

Hiroshi Ishikawa; [pdf]
[bibtex]
@InProceedings{Omiya_2019_CVPR_Workshops,
author = {Omiya, Mayu and Horiuchi, Yusuke and Simo-Serra, Edgar and Iizuka, Satoshi and Ishikawa, Hiroshi},
title = {Optimization-Based Data Generation for Photo Enhancement},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
FRESCO: Fast Radiometric Egocentric Screen Compensation: Matthew Post,

Paul Fieguth,

Mohamed A. Naiel,

Zohreh Azimifar,

Mark Lamm; [pdf]
[bibtex]
@InProceedings{Post_2019_CVPR_Workshops,
author = {Post, Matthew and Fieguth, Paul and Naiel, Mohamed A. and Azimifar, Zohreh and Lamm, Mark},
title = {FRESCO: Fast Radiometric Egocentric Screen Compensation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Low Rank Poisson Denoising (LRPD): A Low Rank Approach Using Split Bregman Algorithm for Poisson Noise Removal From Images: Prashanth Kumar G.,

Rajiv Ranjan Sahay; [pdf]
[bibtex]
@InProceedings{G._2019_CVPR_Workshops,
author = {Kumar, Prashanth G. and Ranjan Sahay, Rajiv},
title = {Low Rank Poisson Denoising (LRPD): A Low Rank Approach Using Split Bregman Algorithm for Poisson Noise Removal From Images},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Kalman Filtering of Patches for Frame-Recursive Video Denoising: Pablo Arias,

Jean-Michel Morel; [pdf]
[bibtex]
@InProceedings{Arias_2019_CVPR_Workshops,
author = {Arias, Pablo and Morel, Jean-Michel},
title = {Kalman Filtering of Patches for Frame-Recursive Video Denoising},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
High-Resolution Single Image Dehazing Using Encoder-Decoder Architecture: Simone Bianco,

Luigi Celona,

Flavio Piccoli,

Raimondo Schettini; [pdf]
[bibtex]
@InProceedings{Bianco_2019_CVPR_Workshops,
author = {Bianco, Simone and Celona, Luigi and Piccoli, Flavio and Schettini, Raimondo},
title = {High-Resolution Single Image Dehazing Using Encoder-Decoder Architecture},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Content-Preserving Tone Adjustment for Image Enhancement: Simone Bianco,

Claudio Cusano,

Flavio Piccoli,

Raimondo Schettini; [pdf]
[bibtex]
@InProceedings{Bianco_2019_CVPR_Workshops,
author = {Bianco, Simone and Cusano, Claudio and Piccoli, Flavio and Schettini, Raimondo},
title = {Content-Preserving Tone Adjustment for Image Enhancement},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Orientation-Aware Deep Neural Network for Real Image Super-Resolution: Chen Du,

He Zewei,

Sun Anshun,

Yang Jiangxin,

Cao Yanlong,

Cao Yanpeng,

Tang Siliang,

Michael Ying Yang; [pdf]
[bibtex]
@InProceedings{Du_2019_CVPR_Workshops,
author = {Du, Chen and Zewei, He and Anshun, Sun and Jiangxin, Yang and Yanlong, Cao and Yanpeng, Cao and Siliang, Tang and Ying Yang, Michael},
title = {Orientation-Aware Deep Neural Network for Real Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
EDVR: Video Restoration With Enhanced Deformable Convolutional Networks: Xintao Wang,

Kelvin C.K. Chan,

Ke Yu,

Chao Dong,

Chen Change Loy; [pdf]
[bibtex]
@InProceedings{Wang_2019_CVPR_Workshops,
author = {Wang, Xintao and Chan, Kelvin C.K. and Yu, Ke and Dong, Chao and Change Loy, Chen},
title = {EDVR: Video Restoration With Enhanced Deformable Convolutional Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Suppressing Model Overfitting for Image Super-Resolution Networks: Ruicheng Feng,

Jinjin Gu,

Yu Qiao,

Chao Dong; [pdf]
[bibtex]
@InProceedings{Feng_2019_CVPR_Workshops,
author = {Feng, Ruicheng and Gu, Jinjin and Qiao, Yu and Dong, Chao},
title = {Suppressing Model Overfitting for Image Super-Resolution Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Video Deblurring: Methods and Results: Seungjun Nah,

Radu Timofte,

Sungyong Baik,

Seokil Hong,

Gyeongsik Moon,

Sanghyun Son,

Kyoung Mu Lee; [pdf]
[bibtex]
@InProceedings{Nah_2019_CVPR_Workshops,
author = {Nah, Seungjun and Timofte, Radu and Baik, Sungyong and Hong, Seokil and Moon, Gyeongsik and Son, Sanghyun and Mu Lee, Kyoung},
title = {NTIRE 2019 Challenge on Video Deblurring: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results: Seungjun Nah,

Radu Timofte,

Shuhang Gu,

Sungyong Baik,

Seokil Hong,

Gyeongsik Moon,

Sanghyun Son,

Kyoung Mu Lee; [pdf]
[bibtex]
@InProceedings{Nah_2019_CVPR_Workshops,
author = {Nah, Seungjun and Timofte, Radu and Gu, Shuhang and Baik, Sungyong and Hong, Seokil and Moon, Gyeongsik and Son, Sanghyun and Mu Lee, Kyoung},
title = {NTIRE 2019 Challenge on Video Super-Resolution: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study: Seungjun Nah,

Sungyong Baik,

Seokil Hong,

Gyeongsik Moon,

Sanghyun Son,

Radu Timofte,

Kyoung Mu Lee; [pdf]
[bibtex]
@InProceedings{Nah_2019_CVPR_Workshops,
author = {Nah, Seungjun and Baik, Sungyong and Hong, Seokil and Moon, Gyeongsik and Son, Sanghyun and Timofte, Radu and Mu Lee, Kyoung},
title = {NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Multi-Scale Deep Neural Networks for Real Image Super-Resolution: Shangqi Gao,

Xiahai Zhuang; [pdf]
[bibtex]
@InProceedings{Gao_2019_CVPR_Workshops,
author = {Gao, Shangqi and Zhuang, Xiahai},
title = {Multi-Scale Deep Neural Networks for Real Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
RI-GAN: An End-To-End Network for Single Image Haze Removal: Akshay Dudhane,

Harshjeet Singh Aulakh,

Subrahmanyam Murala; [pdf]
[bibtex]
@InProceedings{Dudhane_2019_CVPR_Workshops,
author = {Dudhane, Akshay and Singh Aulakh, Harshjeet and Murala, Subrahmanyam},
title = {RI-GAN: An End-To-End Network for Single Image Haze Removal},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
SCAN: Spatial Color Attention Networks for Real Single Image Super-Resolution: Xuan Xu,

Xin Li; [pdf]
[bibtex]
@InProceedings{Xu_2019_CVPR_Workshops,
author = {Xu, Xuan and Li, Xin},
title = {SCAN: Spatial Color Attention Networks for Real Single Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Adapting Image Super-Resolution State-Of-The-Arts and Learning Multi-Model Ensemble for Video Super-Resolution: Chao Li,

Dongliang He,

Xiao Liu,

Yukang Ding,

Shilei Wen; [pdf]
[bibtex]
@InProceedings{Li_2019_CVPR_Workshops,
author = {Li, Chao and He, Dongliang and Liu, Xiao and Ding, Yukang and Wen, Shilei},
title = {Adapting Image Super-Resolution State-Of-The-Arts and Learning Multi-Model Ensemble for Video Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Hierarchical Back Projection Network for Image Super-Resolution: Zhi-Song Liu,

Li-Wen Wang,

Chu-Tak Li,

Wan-Chi Siu; [pdf]
[bibtex]
@InProceedings{Liu_2019_CVPR_Workshops,
author = {Liu, Zhi-Song and Wang, Li-Wen and Li, Chu-Tak and Siu, Wan-Chi},
title = {Hierarchical Back Projection Network for Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Multi-Scale Adaptive Dehazing Network: Shuxin Chen,

Yizi Chen,

Yanyun Qu,

Jingying Huang,

Ming Hong; [pdf]
[bibtex]
@InProceedings{Chen_2019_CVPR_Workshops,
author = {Chen, Shuxin and Chen, Yizi and Qu, Yanyun and Huang, Jingying and Hong, Ming},
title = {Multi-Scale Adaptive Dehazing Network},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
MultiBoot Vsr: Multi-Stage Multi-Reference Bootstrapping for Video Super-Resolution: Ratheesh Kalarot,

Fatih Porikli; [pdf]
[bibtex]
@InProceedings{Kalarot_2019_CVPR_Workshops,
author = {Kalarot, Ratheesh and Porikli, Fatih},
title = {MultiBoot Vsr: Multi-Stage Multi-Reference Bootstrapping for Video Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Learning Raw Image Denoising With Bayer Pattern Unification and Bayer Preserving Augmentation: Jiaming Liu,

Chi-Hao Wu,

Yuzhi Wang,

Qin Xu,

Yuqian Zhou,

Haibin Huang,

Chuan Wang,

Shaofan Cai,

Yifan Ding,

Haoqiang Fan,

Jue Wang; [pdf]
[bibtex]
@InProceedings{Liu_2019_CVPR_Workshops,
author = {Liu, Jiaming and Wu, Chi-Hao and Wang, Yuzhi and Xu, Qin and Zhou, Yuqian and Huang, Haibin and Wang, Chuan and Cai, Shaofan and Ding, Yifan and Fan, Haoqiang and Wang, Jue},
title = {Learning Raw Image Denoising With Bayer Pattern Unification and Bayer Preserving Augmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Feature Forwarding for Efficient Single Image Dehazing: Peter Morales,

Tzofi Klinghoffer,

Seung Jae Lee; [pdf]
[bibtex]
@InProceedings{Morales_2019_CVPR_Workshops,
author = {Morales, Peter and Klinghoffer, Tzofi and Jae Lee, Seung},
title = {Feature Forwarding for Efficient Single Image Dehazing},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-Based Real-World Noise Modeling: Dong-Wook Kim,

Jae Ryun Chung,

Seung-Won Jung; [pdf]
[bibtex]
@InProceedings{Kim_2019_CVPR_Workshops,
author = {Kim, Dong-Wook and Ryun Chung, Jae and Jung, Seung-Won},
title = {GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-Based Real-World Noise Modeling},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Deep Iterative Down-Up CNN for Image Denoising: Songhyun Yu,

Bumjun Park,

Jechang Jeong; [pdf]
[bibtex]
@InProceedings{Yu_2019_CVPR_Workshops,
author = {Yu, Songhyun and Park, Bumjun and Jeong, Jechang},
title = {Deep Iterative Down-Up CNN for Image Denoising},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Densely Connected Hierarchical Network for Image Denoising: Bumjun Park,

Songhyun Yu,

Jechang Jeong; [pdf]
[bibtex]
@InProceedings{Park_2019_CVPR_Workshops,
author = {Park, Bumjun and Yu, Songhyun and Jeong, Jechang},
title = {Densely Connected Hierarchical Network for Image Denoising},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Fractal Residual Network and Solutions for Real Super-Resolution: Junhyung Kwak,

Donghee Son; [pdf]
[bibtex]
@InProceedings{Kwak_2019_CVPR_Workshops,
author = {Kwak, Junhyung and Son, Donghee},
title = {Fractal Residual Network and Solutions for Real Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Dense Scene Information Estimation Network for Dehazing: Tiantong Guo,

Xuelu Li,

Venkateswararao Cherukuri,

Vishal Monga; [pdf]
[bibtex]
@InProceedings{Guo_2019_CVPR_Workshops,
author = {Guo, Tiantong and Li, Xuelu and Cherukuri, Venkateswararao and Monga, Vishal},
title = {Dense Scene Information Estimation Network for Dehazing},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Dense `123' Color Enhancement Dehazing Network: Tiantong Guo,

Venkateswararao Cherukuri,

Vishal Monga; [pdf]
[bibtex]
@InProceedings{Guo_2019_CVPR_Workshops,
author = {Guo, Tiantong and Cherukuri, Venkateswararao and Monga, Vishal},
title = {Dense `123' Color Enhancement Dehazing Network},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
A Deep Motion Deblurring Network Based on Per-Pixel Adaptive Kernels With Residual Down-Up and Up-Down Modules: Hyeonjun Sim,

Munchurl Kim; [pdf]
[bibtex]
@InProceedings{Sim_2019_CVPR_Workshops,
author = {Sim, Hyeonjun and Kim, Munchurl},
title = {A Deep Motion Deblurring Network Based on Per-Pixel Adaptive Kernels With Residual Down-Up and Up-Down Modules},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Image Colorization by Capsule Networks: Gokhan Ozbulak; [pdf]
[bibtex]
@InProceedings{Ozbulak_2019_CVPR_Workshops,
author = {Ozbulak, Gokhan},
title = {Image Colorization by Capsule Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
An Empirical Investigation of Efficient Spatio-Temporal Modeling in Video Restoration: Yuchen Fan,

Jiahui Yu,

Ding Liu,

Thomas S. Huang; [pdf]
[bibtex]
@InProceedings{Fan_2019_CVPR_Workshops,
author = {Fan, Yuchen and Yu, Jiahui and Liu, Ding and Huang, Thomas S.},
title = {An Empirical Investigation of Efficient Spatio-Temporal Modeling in Video Restoration},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
Encoder-Decoder Residual Network for Real Super-Resolution: Guoan Cheng,

Ai Matsune,

Qiuyu Li,

Leilei Zhu,

Huaijuan Zang,

Shu Zhan; [pdf]
[bibtex]
@InProceedings{Cheng_2019_CVPR_Workshops,
author = {Cheng, Guoan and Matsune, Ai and Li, Qiuyu and Zhu, Leilei and Zang, Huaijuan and Zhan, Shu},
title = {Encoder-Decoder Residual Network for Real Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
GANmera: Reproducing Aesthetically Pleasing Photographs Using Deep Adversarial Networks: Nelson Chong,

Lai-Kuan Wong,

John See; [pdf]
[bibtex]
@InProceedings{Chong_2019_CVPR_Workshops,
author = {Chong, Nelson and Wong, Lai-Kuan and See, John},
title = {GANmera: Reproducing Aesthetically Pleasing Photographs Using Deep Adversarial Networks},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Real Image Denoising: Methods and Results: Abdelrahman Abdelhamed,

Radu Timofte,

Michael S. Brown; [pdf]
[bibtex]
@InProceedings{Abdelhamed_2019_CVPR_Workshops,
author = {Abdelhamed, Abdelrahman and Timofte, Radu and Brown, Michael S.},
title = {NTIRE 2019 Challenge on Real Image Denoising: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Real Image Super-Resolution: Methods and Results: Jianrui Cai,

Shuhang Gu,

Radu Timofte,

Lei Zhang; [pdf]
[bibtex]
@InProceedings{Cai_2019_CVPR_Workshops,
author = {Cai, Jianrui and Gu, Shuhang and Timofte, Radu and Zhang, Lei},
title = {NTIRE 2019 Challenge on Real Image Super-Resolution: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Image Enhancement: Methods and Results: Andrey Ignatov,

Radu Timofte; [pdf]
[bibtex]
@InProceedings{Ignatov_2019_CVPR_Workshops,
author = {Ignatov, Andrey and Timofte, Radu},
title = {NTIRE 2019 Challenge on Image Enhancement: Methods and Results},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Challenge on Image Colorization: Report: Shuhang Gu,

Radu Timofte,

Richard Zhang; [pdf]
[bibtex]
@InProceedings{Gu_2019_CVPR_Workshops,
author = {Gu, Shuhang and Timofte, Radu and Zhang, Richard},
title = {NTIRE 2019 Challenge on Image Colorization: Report},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}
NTIRE 2019 Image Dehazing Challenge Report: Codruta O. Ancuti,

Cosmin Ancuti,

Radu Timofte,

Luc Van Gool,

Lei Zhang,

Ming-Hsuan Yang; [pdf]
[bibtex]
@InProceedings{Ancuti_2019_CVPR_Workshops,
author = {Ancuti, Codruta O. and Ancuti, Cosmin and Timofte, Radu and Van Gool, Luc and Zhang, Lei and Yang, Ming-Hsuan},
title = {NTIRE 2019 Image Dehazing Challenge Report},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}