Learning for Computational Imaging


Removing Imaging Artifacts in Electron Microscopy using an Asymmetrically Cyclic Adversarial Network without Paired Training Data
Tran Minh Quan,
David Grant Colburn Hildebrand,
Kanggeun Lee,
Logan A. Thomas,
Aaron T. Kuan,
Wei-Chung Allen Lee,
Won-Ki Jeong
[pdf]
[bibtex]
@InProceedings{Quan_2019_ICCV_Workshops,
author = {Minh Quan, Tran and Grant Colburn Hildebrand, David and Lee, Kanggeun and Thomas, Logan A. and Kuan, Aaron T. and Allen Lee, Wei-Chung and Jeong, Won-Ki},
title = {Removing Imaging Artifacts in Electron Microscopy using an Asymmetrically Cyclic Adversarial Network without Paired Training Data},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Lightweight and Accurate Recursive Fractal Network for Image Super-Resolution
Juncheng Li,
Yiting Yuan,
Kangfu Mei,
Faming Fang
[pdf]
[bibtex]
@InProceedings{Li_2019_ICCV_Workshops,
author = {Li, Juncheng and Yuan, Yiting and Mei, Kangfu and Fang, Faming},
title = {Lightweight and Accurate Recursive Fractal Network for Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Video Deblurring: The Devil is in the Details
Jochen Gast,
Stefan Roth
[pdf]
[bibtex]
@InProceedings{Gast_2019_ICCV_Workshops,
author = {Gast, Jochen and Roth, Stefan},
title = {Deep Video Deblurring: The Devil is in the Details},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Adaptive Ptych: Leveraging Image Adaptive Generative Priors for Subsampled Fourier Ptychography
Fahad Shamshad,
Asif Hanif,
Farwa Abbas,
Muhammad Awais,
Ali Ahmed
[pdf]
[bibtex]
@InProceedings{Shamshad_2019_ICCV_Workshops,
author = {Shamshad, Fahad and Hanif, Asif and Abbas, Farwa and Awais, Muhammad and Ahmed, Ali},
title = {Adaptive Ptych: Leveraging Image Adaptive Generative Priors for Subsampled Fourier Ptychography},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Hyperspectral Prior: Single-Image Denoising, Inpainting, Super-Resolution
Oleksii Sidorov,
Jon Yngve Hardeberg
[pdf]
[bibtex]
@InProceedings{Sidorov_2019_ICCV_Workshops,
author = {Sidorov, Oleksii and Yngve Hardeberg, Jon},
title = {Deep Hyperspectral Prior: Single-Image Denoising, Inpainting, Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Flickr1024: A Large-Scale Dataset for Stereo Image Super-Resolution
Yingqian Wang,
Longguang Wang,
Jungang Yang,
Wei An,
Yulan Guo
[pdf]
[bibtex]
@InProceedings{Wang_2019_ICCV_Workshops,
author = {Wang, Yingqian and Wang, Longguang and Yang, Jungang and An, Wei and Guo, Yulan},
title = {Flickr1024: A Large-Scale Dataset for Stereo Image Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Semi-Supervised Eye Makeup Transfer by Swapping Learned Representation
Feida Zhu,
Hongji Cao,
Zunlei Feng,
Yongqiang Zhang,
Wenbin Luo,
Hucheng Zhou,
Mingli Song,
Kai-Kuang Ma
[pdf]
[bibtex]
@InProceedings{Zhu_2019_ICCV_Workshops,
author = {Zhu, Feida and Cao, Hongji and Feng, Zunlei and Zhang, Yongqiang and Luo, Wenbin and Zhou, Hucheng and Song, Mingli and Ma, Kai-Kuang},
title = {Semi-Supervised Eye Makeup Transfer by Swapping Learned Representation},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Camera: A Fully Convolutional Neural Network for Image Signal Processing
Sivalogeswaran Ratnasingam
[pdf]
[bibtex]
@InProceedings{Ratnasingam_2019_ICCV_Workshops,
author = {Ratnasingam, Sivalogeswaran},
title = {Deep Camera: A Fully Convolutional Neural Network for Image Signal Processing},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Image Super-Resolution via Residual Block Attention Networks
Tao Dai,
Hua Zha,
Yong Jiang,
Shu-Tao Xia
[pdf]
[bibtex]
@InProceedings{Dai_2019_ICCV_Workshops,
author = {Dai, Tao and Zha, Hua and Jiang, Yong and Xia, Shu-Tao},
title = {Image Super-Resolution via Residual Block Attention Networks},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Online Regularization by Denoising with Applications to Phase Retrieval
Zihui Wu,
Yu Sun,
Jiaming Liu,
Ulugbek Kamilov
[pdf]
[bibtex]
@InProceedings{Wu_2019_ICCV_Workshops,
author = {Wu, Zihui and Sun, Yu and Liu, Jiaming and Kamilov, Ulugbek},
title = {Online Regularization by Denoising with Applications to Phase Retrieval},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

RIDNet: Recursive Information Distillation Network for Color Image Denoising
Shengkai Zhuo,
Zhi Jin,
Wenbin Zou,
Xia Li
[pdf]
[bibtex]
@InProceedings{Zhuo_2019_ICCV_Workshops,
author = {Zhuo, Shengkai and Jin, Zhi and Zou, Wenbin and Li, Xia},
title = {RIDNet: Recursive Information Distillation Network for Color Image Denoising},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

A HVS-Inspired Attention to Improve Loss Metrics for CNN-Based Perception-Oriented Super-Resolution
Taimoor Tariq,
Juan Luis Gonzalez Bello,
Munchurl Kim
[pdf]
[bibtex]
@InProceedings{Tariq_2019_ICCV_Workshops,
author = {Tariq, Taimoor and Luis Gonzalez Bello, Juan and Kim, Munchurl},
title = {A HVS-Inspired Attention to Improve Loss Metrics for CNN-Based Perception-Oriented Super-Resolution},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

DeepRED: Deep Image Prior Powered by RED
Gary Mataev,
Peyman Milanfar,
Michael Elad
[pdf]
[bibtex]
@InProceedings{Mataev_2019_ICCV_Workshops,
author = {Mataev, Gary and Milanfar, Peyman and Elad, Michael},
title = {DeepRED: Deep Image Prior Powered by RED},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

CNN-Based Cross-Dataset No-Reference Image Quality Assessment
Dan Yang,
Veli-Tapani Peltoketo,
Joni-Kristian Kamarainen
[pdf]
[bibtex]
@InProceedings{Yang_2019_ICCV_Workshops,
author = {Yang, Dan and Peltoketo, Veli-Tapani and Kamarainen, Joni-Kristian},
title = {CNN-Based Cross-Dataset No-Reference Image Quality Assessment},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Integrating Data and Image Domain Deep Learning for Limited Angle Tomography using Consensus Equilibrium
Muhammad Usman Ghani,
W. Clem Karl
[pdf]
[bibtex]
@InProceedings{Ghani_2019_ICCV_Workshops,
author = {Usman Ghani, Muhammad and Clem Karl, W.},
title = {Integrating Data and Image Domain Deep Learning for Limited Angle Tomography using Consensus Equilibrium},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Blind Unitary Transform Learning for Inverse Problems in Light-Field Imaging
Cameron J. Blocker,
Jeffrey A. Fessler
[pdf]
[bibtex]
@InProceedings{Blocker_2019_ICCV_Workshops,
author = {Blocker, Cameron J. and Fessler, Jeffrey A.},
title = {Blind Unitary Transform Learning for Inverse Problems in Light-Field Imaging},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

A Simple and Robust Deep Convolutional Approach to Blind Image Denoising
Hengyuan Zhao,
Wenze Shao,
Bingkun Bao,
Haibo Li
[pdf]
[bibtex]
@InProceedings{Zhao_2019_ICCV_Workshops,
author = {Zhao, Hengyuan and Shao, Wenze and Bao, Bingkun and Li, Haibo},
title = {A Simple and Robust Deep Convolutional Approach to Blind Image Denoising},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Plug-and-Play Prior for Parallel MRI Reconstruction
Ali Pour Yazdanpanah,
Onur Afacan,
Simon Warfield
[pdf]
[bibtex]
@InProceedings{Yazdanpanah_2019_ICCV_Workshops,
author = {Pour Yazdanpanah, Ali and Afacan, Onur and Warfield, Simon},
title = {Deep Plug-and-Play Prior for Parallel MRI Reconstruction},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction
Zhipeng Li,
Siqi Ye,
Yong Long,
Saiprasad Ravishankar
[pdf]
[bibtex]
@InProceedings{Li_2019_ICCV_Workshops,
author = {Li, Zhipeng and Ye, Siqi and Long, Yong and Ravishankar, Saiprasad},
title = {SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Learning-Based Imaging using Single-Lens and Multi-Aperture Diffractive Optical Systems
Artem Nikonorov,
Viktoria Evdokimova,
Maksim Petrov,
Pavel Yakimov,
Sergey Bibikov,
Yuriy Yuzifovich,
Roman Skidanov,
Nikolay Kazanskiy
[pdf]
[bibtex]
@InProceedings{Nikonorov_2019_ICCV_Workshops,
author = {Nikonorov, Artem and Evdokimova, Viktoria and Petrov, Maksim and Yakimov, Pavel and Bibikov, Sergey and Yuzifovich, Yuriy and Skidanov, Roman and Kazanskiy, Nikolay},
title = {Deep Learning-Based Imaging using Single-Lens and Multi-Aperture Diffractive Optical Systems},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}

Deep Compressive Sensing for Visual Privacy Protection in FlatCam Imaging
Thuong Nguyen Canh,
Hajime Nagahara
[pdf]
[bibtex]
@InProceedings{Canh_2019_ICCV_Workshops,
author = {Nguyen Canh, Thuong and Nagahara, Hajime},
title = {Deep Compressive Sensing for Visual Privacy Protection in FlatCam Imaging},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
month = {Oct},
year = {2019}
}