Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity

15 June 2010

Papers citing "Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity"

29 / 29 papers shown

Title
Riemannian Patch Assignment Gradient Flows Daniel Gonzalez-Alvarado Fabio Schlindwein Jonas Cassel Laura Steingruber Stefania Petra Christoph Schnörr 23 0 0 17 Apr 2025
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 43 0 0 23 Feb 2024
Optimization for Amortized Inverse Problems Tianci Liu Tong Yang Quan Zhang Qi Lei 36 5 0 25 Oct 2022
Bayesian deep learning framework for uncertainty quantification in high dimensions Jeahan Jung Minseok Choi BDL UQCV 21 1 0 21 Oct 2022
Machine Learning based Discrimination for Excited State Promoted Readout Utkarsh Azad Helena Zhang 16 4 0 16 Oct 2022
Dancing under the stars: video denoising in starlight Kristina Monakhova Stephan R. Richter Laura Waller V. Koltun VGen 27 49 0 08 Apr 2022
On Maximum-a-Posteriori estimation with Plug & Play priors and stochastic gradient descent R. Laumont Valentin De Bortoli Andrés Almansa J. Delon Alain Durmus Marcelo Pereyra 25 25 0 16 Jan 2022
A Weighted Generalized Coherence Approach for Sensing Matrix Design Ameya Anjarlekar Ajit V. Rajwade 19 0 0 06 Oct 2021
Bayesian imaging using Plug & Play priors: when Langevin meets Tweedie R. Laumont Valentin De Bortoli Andrés Almansa J. Delon Alain Durmus Marcelo Pereyra 24 109 0 08 Mar 2021
Direct Evolutionary Optimization of Variational Autoencoders With Binary Latents E. Guiraud Jakob Drefs Jörg Lücke DRL 35 3 0 27 Nov 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 13 521 0 12 May 2020
Learning Converged Propagations with Deep Prior Ensemble for Image Enhancement Risheng Liu Long Ma Yiyang Wang Lei Zhang 13 71 0 09 Oct 2018
Convolutional Sparse Coding for High Dynamic Range Imaging Ana Serrano Felix Heide Diego F. F. Gutierrez Gordon Wetzstein B. Masiá 9 98 0 13 Jun 2018
Denoising Prior Driven Deep Neural Network for Image Restoration W. Dong Peiyao Wang W. Yin Guangming Shi Fangfang Wu Xiaotong Lu SupR 39 417 0 21 Jan 2018
$Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100$\times$ speed-up$ Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100 $\times$ speed-up Shibin Parameswaran Charles-Alban Deledalle L. Denis Truong Thao Nguyen 40 27 0 23 Oct 2017
Dictionary Learning from Incomplete Data Valeriya Naumova Karin Schnass 20 11 0 13 Jan 2017
Example-Based Image Synthesis via Randomized Patch-Matching Yi Ren Yaniv Romano Michael Elad 3DV 28 9 0 23 Sep 2016
Poisson Noise Reduction with Higher-order Natural Image Prior Model Wensen Feng Hong Qiao Yunjin Chen 31 6 0 19 Sep 2016
A Nonlocal Denoising Algorithm for Manifold-Valued Images Using Second Order Statistics Friederike Laus M. Nikolova Johannes Persch Gabriele Steidl 16 31 0 28 Jul 2016
Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems Raja Giryes Yonina C. Eldar A. Bronstein Guillermo Sapiro 17 85 0 30 May 2016
Image Restoration with Locally Selected Class-Adapted Models Afonso M. Teodoro J. Bioucas-Dias Mário A. T. Figueiredo DiffM 24 12 0 23 May 2016
FRIST - Flipping and Rotation Invariant Sparsifying Transform Learning and Applications Bihan Wen S. Ravishankar Y. Bresler 26 43 0 19 Nov 2015
Poisson Inverse Problems by the Plug-and-Play scheme A. Rond Raja Giryes Michael Elad 30 128 0 08 Nov 2015
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 47 488 0 12 Nov 2014
Recent Progress in Image Deblurring Ruxin Wang Dacheng Tao 35 100 0 24 Sep 2014
Adaptive Image Denoising by Targeted Databases Enming Luo Stanley H. Chan Truong Thao Nguyen 43 108 0 30 Jun 2014
Fast and Robust Archetypal Analysis for Representation Learning Yuansi Chen Julien Mairal Zaïd Harchaoui 31 98 0 26 May 2014
Dictionary Learning for Deblurring and Digital Zoom Florent Couzinié-Devy Julien Mairal Francis R. Bach Jean Ponce 55 36 0 05 Oct 2011
Efficient Matrix Completion with Gaussian Models F. Léger Guoshen Yu Guillermo Sapiro 54 22 0 19 Oct 2010