Learning for Computational Imaging


Thermal Image Processing via Physics-Inspired Deep Networks
Vishwanath Saragadam,
Akshat Dave,
Ashok Veeraraghavan,
Richard G. Baraniuk
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Saragadam_2021_ICCV, author = {Saragadam, Vishwanath and Dave, Akshat and Veeraraghavan, Ashok and Baraniuk, Richard G.}, title = {Thermal Image Processing via Physics-Inspired Deep Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4057-4065} }

Photon-Limited Object Detection Using Non-Local Feature Matching and Knowledge Distillation
Chengxi Li,
Xiangyu Qu,
Abhiram Gnanasambandam,
Omar A. Elgendy,
Jiaju Ma,
Stanley H. Chan
[pdf] [supp]
[bibtex]
@InProceedings{Li_2021_ICCV, author = {Li, Chengxi and Qu, Xiangyu and Gnanasambandam, Abhiram and Elgendy, Omar A. and Ma, Jiaju and Chan, Stanley H.}, title = {Photon-Limited Object Detection Using Non-Local Feature Matching and Knowledge Distillation}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3976-3987} }

What Does Your Computational Imaging Algorithm Not Know?: A Plug-and-Play Model Quantifying Model Uncertainty
Canberk Ekmekci,
Mujdat Cetin
[pdf]
[bibtex]
@InProceedings{Ekmekci_2021_ICCV, author = {Ekmekci, Canberk and Cetin, Mujdat}, title = {What Does Your Computational Imaging Algorithm Not Know?: A Plug-and-Play Model Quantifying Model Uncertainty}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4018-4027} }

K-Space Refinement in Deep Learning MR Reconstruction via Regularizing Scan Specific SPIRiT-Based Self Consistency
Kanghyun Ryu,
Cagan Alkan,
Chanyeol Choi,
Ikbeom Jang,
Shreyas Vasanawala
[pdf]
[bibtex]
@InProceedings{Ryu_2021_ICCV, author = {Ryu, Kanghyun and Alkan, Cagan and Choi, Chanyeol and Jang, Ikbeom and Vasanawala, Shreyas}, title = {K-Space Refinement in Deep Learning MR Reconstruction via Regularizing Scan Specific SPIRiT-Based Self Consistency}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4008-4017} }

Compressed Classification From Learned Measurements
Robiulhossain Mdrafi,
Ali Cafer Gurbuz
[pdf]
[bibtex]
@InProceedings{Mdrafi_2021_ICCV, author = {Mdrafi, Robiulhossain and Gurbuz, Ali Cafer}, title = {Compressed Classification From Learned Measurements}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4038-4047} }

Joint Reconstruction and Calibration Using Regularization by Denoising With Application to Computed Tomography
Mingyang Xie,
Jiaming Liu,
Yu Sun,
Weijie Gan,
Brendt Wohlberg,
Ulugbek S. Kamilov
[pdf]
[bibtex]
@InProceedings{Xie_2021_ICCV, author = {Xie, Mingyang and Liu, Jiaming and Sun, Yu and Gan, Weijie and Wohlberg, Brendt and Kamilov, Ulugbek S.}, title = {Joint Reconstruction and Calibration Using Regularization by Denoising With Application to Computed Tomography}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4028-4037} }

SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI Without Ground Truth
Weijie Gan,
Yuyang Hu,
Cihat Eldeniz,
Jiaming Liu,
Yasheng Chen,
Hongyu An,
Ulugbek S. Kamilov
[pdf]
[bibtex]
@InProceedings{Gan_2021_ICCV, author = {Gan, Weijie and Hu, Yuyang and Eldeniz, Cihat and Liu, Jiaming and Chen, Yasheng and An, Hongyu and Kamilov, Ulugbek S.}, title = {SS-JIRCS: Self-Supervised Joint Image Reconstruction and Coil Sensitivity Calibration in Parallel MRI Without Ground Truth}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4048-4056} }

How To Cheat With Metrics in Single-Image HDR Reconstruction
Gabriel Eilertsen,
Saghi Hajisharif,
Param Hanji,
Apostolia Tsirikoglou,
Rafal K. Mantiuk,
Jonas Unger
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Eilertsen_2021_ICCV, author = {Eilertsen, Gabriel and Hajisharif, Saghi and Hanji, Param and Tsirikoglou, Apostolia and Mantiuk, Rafal K. and Unger, Jonas}, title = {How To Cheat With Metrics in Single-Image HDR Reconstruction}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3998-4007} }

Fast Unsupervised MRI Reconstruction Without Fully-Sampled Ground Truth Data Using Generative Adversarial Networks
Elizabeth K. Cole,
Frank Ong,
Shreyas S. Vasanawala,
John M. Pauly
[pdf]
[bibtex]
@InProceedings{Cole_2021_ICCV, author = {Cole, Elizabeth K. and Ong, Frank and Vasanawala, Shreyas S. and Pauly, John M.}, title = {Fast Unsupervised MRI Reconstruction Without Fully-Sampled Ground Truth Data Using Generative Adversarial Networks}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {3988-3997} }

CryoPoseNet: End-to-End Simultaneous Learning of Single-Particle Orientation and 3D Map Reconstruction From Cryo-Electron Microscopy Data
Youssef S. G. Nashed,
Frederic Poitevin,
Harshit Gupta,
Geoffrey Woollard,
Michael Kagan,
Chun Hong Yoon,
Daniel Ratner
[pdf]
[bibtex]
@InProceedings{Nashed_2021_ICCV, author = {Nashed, Youssef S. G. and Poitevin, Frederic and Gupta, Harshit and Woollard, Geoffrey and Kagan, Michael and Yoon, Chun Hong and Ratner, Daniel}, title = {CryoPoseNet: End-to-End Simultaneous Learning of Single-Particle Orientation and 3D Map Reconstruction From Cryo-Electron Microscopy Data}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2021}, pages = {4066-4076} }