Papers citing 'NETT: Solving Inverse Problems with Deep Neural Networks'

Title
Compressed Sensing for Photoacoustic Computed Tomography Using an Untrained Neural Network Hengrong Lan Juze Zhang Changchun Yang Fei Gao 113 1 0 29 May 2021
Learning Regularization Parameters of Inverse Problems via Deep Neural NetworksInverse Problems (IP), 2021 B. Afkham Julianne Chung Matthias Chung 98 55 0 14 Apr 2021
OGGN: A Novel Generalized Oracle Guided Generative Architecture for Modelling Inverse Function of Artificial Neural NetworksInternational Conference on Computer Vision and Image Processing (ICCVIP), 2021 Mohammad Aaftab Mansi Sharma 108 1 0 08 Apr 2021
Adversarially learned iterative reconstruction for imaging inverse problemsScale Space and Variational Methods in Computer Vision (SSVM), 2021 Subhadip Mukherjee Ozan Oktem Carola-Bibiane Schönlieb SSL 120 8 0 30 Mar 2021
Learning to Optimize: A Primer and A BenchmarkJournal of machine learning research (JMLR), 2021 Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zinan Lin W. Yin 576 298 0 23 Mar 2021
Bayesian Imaging With Data-Driven Priors Encoded by Neural Networks: Theory, Methods, and AlgorithmsSIAM Journal of Imaging Sciences (SIAM J. Imaging Sci.), 2021 M. Holden Marcelo Pereyra K. Zygalakis MedIm 183 37 0 18 Mar 2021
Edge Sparse Basis Network: A Deep Learning Framework for EEG Source LocalizationIEEE International Joint Conference on Neural Network (IJCNN), 2021 Chen Wei Kexin Lou Zhengyang Wang Mingqi Zhao D. Mantini Quanying Liu 154 27 0 18 Feb 2021
Plug-and-Play gradient-based denoisers applied to CT image enhancement Pasquale Cascarano E. L. Piccolomini E. Morotti Andrea Sebastiani 58 1 0 15 Feb 2021
AS-Net: Fast Photoacoustic Reconstruction with Multi-feature Fusion from Sparse DataIEEE Transactions on Computational Imaging (IEEE Trans. Comput. Imaging), 2021 Mengjie Guo Hengrong Lan C. Yang Fei Gao 178 35 0 22 Jan 2021
Convex Regularization Behind Neural ReconstructionInternational Conference on Learning Representations (ICLR), 2020 Arda Sahiner Morteza Mardani Batu Mehmet Ozturkler Mert Pilanci John M. Pauly 173 25 0 09 Dec 2020
Deep-learning based discovery of partial differential equations in integral form from sparse and noisy dataJournal of Computational Physics (JCP), 2020 Hao Xu Dongxiao Zhang Nanzhe Wang 150 37 0 24 Nov 2020
Shared Prior Learning of Energy-Based Models for Image ReconstructionSIAM Journal of Imaging Sciences (SIIMS), 2020 Thomas Pinetz Erich Kobler Thomas Pock Alexander Effland DiffM 163 6 0 12 Nov 2020
Solving Inverse Problems With Deep Neural Networks -- Robustness Included? Martin Genzel Jan Macdonald M. März AAML OOD 163 126 0 09 Nov 2020
Deep learning for biomedical photoacoustic imaging: A review J. Gröhl Melanie Schellenberg Kris K. Dreher Lena Maier-Hein 248 214 0 05 Nov 2020
Towards Reflectivity profile inversion through Artificial Neural Networks J. M. Carmona Loaiza Zamaan Raza 82 11 0 15 Oct 2020
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsJournal of Biomedical Optics (JBO), 2020 A. Hauptmann B. Cox 211 140 0 16 Sep 2020
Learned convex regularizers for inverse problems Subhadip Mukherjee Sören Dittmer Zakhar Shumaylov Sebastian Lunz Ozan Oktem Carola-Bibiane Schönlieb 229 89 0 06 Aug 2020
Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstruction Yunmei Chen Hongcheng Liu X. Ye Qingchao Zhang 443 25 0 22 Jul 2020
Total Deep Variation: A Stable Regularizer for Inverse Problems Erich Kobler Alexander Effland K. Kunisch Thomas Pock MedIm 145 19 0 15 Jun 2020
Regularization of Inverse Problems by Neural Networks Markus Haltmeier Linh V. Nguyen 146 20 0 06 Jun 2020
On Learned Operator Correction in Inverse Problems Sebastian Lunz A. Hauptmann T. Tarvainen Carola-Bibiane Schönlieb Simon Arridge 161 4 0 14 May 2020
Sparse aNETT for Solving Inverse Problems with Deep Learning D. Obmann Linh V. Nguyen Johannes Schwab Markus Haltmeier 113 8 0 20 Apr 2020
Computed Tomography Reconstruction Using Deep Image Prior and Learned Reconstruction MethodsInverse Problems (IP), 2020 Daniel Otero Baguer Johannes Leuschner Maximilian Schmidt 252 204 0 10 Mar 2020
Deep synthesis regularization of inverse problems D. Obmann Johannes Schwab Markus Haltmeier 155 12 0 01 Feb 2020
DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithmJournal of Computational Physics (JCP), 2020 Hao Xu Haibin Chang Dongxiao Zhang AI4CE 164 94 0 21 Jan 2020
Total Deep Variation for Linear Inverse ProblemsComputer Vision and Pattern Recognition (CVPR), 2020 Erich Kobler Alexander Effland K. Kunisch Thomas Pock 229 94 0 14 Jan 2020
Deep learning architectures for nonlinear operator functions and nonlinear inverse problemsMathematical Statistics and Learning (MSL), 2019 Maarten V. de Hoop Matti Lassas C. Wong 251 31 0 23 Dec 2019
Learned SVD: solving inverse problems via hybrid autoencoding Y. Boink Christoph Brune 109 14 0 20 Dec 2019
Neural Networks-based Regularization for Large-Scale Medical Image Reconstruction A. Kofler Markus Haltmeier T. Schaeffter M. Kachelriess M. Dewey Christian Wald C. Kolbitsch 132 1 0 19 Dec 2019
Solving Bayesian Inverse Problems via Variational AutoencodersMathematical and Scientific Machine Learning (MSML), 2019 Hwan Goh Sheroze Sheriffdeen J. Wittmer T. Bui-Thanh BDL 433 47 0 05 Dec 2019
The LoDoPaB-CT Dataset: A Benchmark Dataset for Low-Dose CT Reconstruction Methods Johannes Leuschner Maximilian Schmidt Daniel Otero Baguer Peter Maass 181 33 0 01 Oct 2019
Augmented NETT Regularization of Inverse Problems D. Obmann Linh V. Nguyen Johannes Schwab Markus Haltmeier 232 3 0 08 Aug 2019
Multi-Scale Learned Iterative ReconstructionIEEE Transactions on Computational Imaging (TCI), 2019 A. Hauptmann J. Adler Simon Arridge Ozan Oktem 212 42 0 01 Aug 2019
DeepFlow: History Matching in the Space of Deep Generative Models L. Mosser O. Dubrule M. Blunt 189 16 0 14 May 2019
Unsupervised Deep Learning Algorithm for PDE-based Forward and Inverse Problems Leah Bar N. Sochen 176 75 0 10 Apr 2019
An overview of deep learning in medical imaging focusing on MRIZeitschrift für Medizinische Physik (Z Med Phys), 2018 A. Lundervold A. Lundervold OOD 302 1,796 0 25 Nov 2018
Random mesh projectors for inverse problems Sidharth Gupta K. Kothari Maarten V. de Hoop Ivan Dokmanić 235 16 0 29 May 2018