Bilevel Optimization, Deep Learning and Fractional Laplacian Regularization with Applications in Tomography

22 July 2019

Papers citing "Bilevel Optimization, Deep Learning and Fractional Laplacian Regularization with Applications in Tomography"

12 / 12 papers shown

Title
Constraint-Aware Neural Networks for Riemann Problems Jim Magiera Deep Ray J. Hesthaven C. Rohde AI4CE PINN 51 60 0 29 Apr 2019
Can Deep Learning Outperform Modern Commercial CT Image Reconstruction Methods? Deepak Mishra Atul Padole AP Prathosh Aravind Jayendran R. Khera Varun Srivastava S. Chaudhury Ge Wang OOD 3DV 78 326 0 08 Nov 2018
Deep Neural Networks Motivated by Partial Differential Equations Lars Ruthotto E. Haber AI4CE 137 491 0 12 Apr 2018
Deep Residual Learning for Accelerated MRI using Magnitude and Phase Networks Dongwook Lee Jaejun Yoo S. Tak J. C. Ye OOD 78 299 0 02 Apr 2018
Missing Data Reconstruction in Remote Sensing image with a Unified Spatial-Temporal-Spectral Deep Convolutional Neural Network Qiang Zhang Qiangqiang Yuan Chao Zeng Xinghua Li Yancong Wei 68 317 0 23 Feb 2018
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 66 594 0 11 Oct 2017
Learning Deep CNN Denoiser Prior for Image Restoration Peng Sun W. Zuo Shuhang Gu Lei Zhang SupR 152 1,847 0 11 Apr 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 85 1,548 0 03 Apr 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 76 2,123 0 11 Nov 2016
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 254 3,226 0 15 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Bilevel approaches for learning of variational imaging models L. Calatroni C. Chung J. D. L. Reyes Carola-Bibiane Schönlieb T. Valkonen 120 92 0 08 May 2015