Rethinking the CSC Model for Natural Images

12 September 2019

Papers citing "Rethinking the CSC Model for Natural Images"

31 / 31 papers shown

Title
Universal Architectures for the Learning of Polyhedral Norms and Convex Regularizers M. Unser Stanislas Ducotterd 112 0 0 24 Mar 2025
Controlled Learning of Pointwise Nonlinearities in Neural-Network-Like Architectures Michael Unser Alexis Goujon Stanislas Ducotterd 118 2 0 23 Aug 2024
Pivotal Auto-Encoder via Self-Normalizing ReLU Nelson Goldenstein Jeremias Sulam Yaniv Romano 54 2 0 23 Jun 2024
Efficient Diffusion Model for Image Restoration by Residual Shifting Zongsheng Yue Jianyi Wang Chen Change Loy DiffM 121 38 0 12 Mar 2024
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and Reconstruction Pengcheng Lei Faming Fang Guixu Zhang Ming Xu MedIm SupR 61 14 0 03 Sep 2023
Learning Linear Groups in Neural Networks Emmanouil Theodosis Karim Helwani Demba E. Ba AI4CE 56 0 0 29 May 2023
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTA Pan Xiao Peijie Qiu Sungmin Ha Abdalla Bani Shuang Zhou Aristeidis Sotiras DRL 50 4 0 29 Mar 2023
Learning unfolded networks with a cyclic group structure Emmanouil Theodosis Demba E. Ba 38 0 0 16 Nov 2022
Panchromatic and Multispectral Image Fusion via Alternating Reverse Filtering Network Keyu Yan Man Zhou Jie Huang Fengmei Zhao Chengjun Xie Chongyi Li Danfeng Hong 79 17 0 15 Oct 2022
Image Super-Resolution with Deep Dictionary S. Maeda SupR 26 14 0 19 Jul 2022
Poisson2Sparse: Self-Supervised Poisson Denoising From a Single Image Calvin-Khang Ta Abhishek Aich Akash Gupta Amit K. Roy-Chowdhury 33 6 0 04 Jun 2022
Hybrid ISTA: Unfolding ISTA With Convergence Guarantees Using Free-Form Deep Neural Networks Ziyang Zheng Wenrui Dai Duoduo Xue Chenglin Li Junni Zou H. Xiong 86 18 0 25 Apr 2022
Gabor is Enough: Interpretable Deep Denoising with a Gabor Synthesis Dictionary Prior Nikola Janjušević Amirhossein Khalilian-Gourtani Yao Wang BDL 28 7 0 23 Apr 2022
CDLNet: Noise-Adaptive Convolutional Dictionary Learning Network for Blind Denoising and Demosaicing Nikola Janjušević Amirhossein Khalilian-Gourtani Yao Wang 13 14 0 02 Dec 2021
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration Théo Bodrito Alexandre Zouaoui Jocelyn Chanussot Julien Mairal 77 63 0 18 Nov 2021
Deep learning based dictionary learning and tomographic image reconstruction Jevgenija Rudzusika Thomas Koehler Ozan Oktem 78 3 0 26 Aug 2021
Learned Interpretable Residual Extragradient ISTA for Sparse Coding Lin Kong Wei Sun Fanhua Shang Yuanyuan Liu Hongying Liu 54 1 0 22 Jun 2021
Stable and Interpretable Unrolled Dictionary Learning Bahareh Tolooshams Demba E. Ba 66 16 0 31 May 2021
Improved Image Generation via Sparse Modeling Roy Ganz Michael Elad 37 1 0 01 Apr 2021
CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning Nikola Janjušević Amirhossein Khalilian-Gourtani Yao Wang 50 5 0 05 Mar 2021
On the convergence of group-sparse autoencoders Emmanouil Theodosis Bahareh Tolooshams Pranay Tankala Abiy Tasissa Demba E. Ba 57 2 0 13 Feb 2021
SMDS-Net: Model Guided Spectral-Spatial Network for Hyperspectral Image Denoising Fengchao Xiong Shuyin Tao Jun Zhou Jianfeng Lu Jiantao Zhou Y. Qian 73 54 0 03 Dec 2020
Learning Multiscale Convolutional Dictionaries for Image Reconstruction Tianlin Liu Anadi Chaman David Belius Ivan Dokmanić 93 27 0 25 Nov 2020
Efficient Consensus Model based on Proximal Gradient Method applied to Convolutional Sparse Problems Gustavo Silva P. Rodríguez 23 0 0 19 Nov 2020
Learned Greedy Method (LGM): A Novel Neural Architecture for Sparse Coding and Beyond Rajaei Khatib Dror Simon Michael Elad 71 16 0 14 Oct 2020
Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis Pierre Humbert L. Oudre Nicolas Vayatis Julien Audiffren 51 0 0 06 Jul 2020
A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding Bruno Lecouat Jean Ponce Julien Mairal AI4CE 65 6 0 26 Jun 2020
Fully Trainable and Interpretable Non-Local Sparse Models for Image Restoration Bruno Lecouat Jean Ponce Julien Mairal 53 1 0 05 Dec 2019
Deep K-SVD Denoising M. Scetbon Michael Elad P. Milanfar SupR 102 108 0 28 Sep 2019
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions Bahareh Tolooshams Andrew H. Song S. Temereanca Demba E. Ba BDL 60 0 0 07 Jul 2019
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning Bahareh Tolooshams Sourav Dey Demba E. Ba 54 4 0 18 Apr 2019