Convolutional Dictionary Learning: A Comparative Review and New Algorithms

9 September 2017

Papers citing "Convolutional Dictionary Learning: A Comparative Review and New Algorithms"

47 / 47 papers shown

Title
Latent Mode Decomposition Manuel Morante Naveed ur Rehman 39 0 0 23 May 2025
Personalized Convolutional Dictionary Learning of Physiological Time Series Axel Roques Samuel Gruffaz Kyurae Kim Alain Durmus Laurent Oudre 77 0 0 10 Mar 2025
YOLO-RD: Introducing Relevant and Compact Explicit Knowledge to YOLO by Retriever-Dictionary Hao-Tang Tsui Chien-Yao Wang H. Liao ObjD VLM 150 0 0 20 Oct 2024
Robust online reconstruction of continuous-time signals from a lean spike train ensemble code Anik Chattopadhyay Arunava Banerjee AI4TS 24 0 0 12 Aug 2024
Fast Unsupervised Tensor Restoration via Low-rank Deconvolution David Reixach J. Morros 83 0 0 15 Jun 2024
Dictionary Learning under Symmetries via Group Representations Subhro Ghosh A. R. Low Yong Sheng Soh Zhuohang Feng Brendan K. Y. Tan OOD 71 1 0 31 May 2023
Multi-dimensional Signal Recovery using Low-rank Deconvolution David Reixach 64 1 0 03 May 2023
Revisiting Multimodal Representation in Contrastive Learning: From Patch and Token Embeddings to Finite Discrete Tokens Yuxiao Chen Jianbo Yuan Yu Tian Shijie Geng Xinyu Li Ding Zhou Dimitris N. Metaxas Hongxia Yang 81 37 0 27 Mar 2023
An Efficient Approximate Method for Online Convolutional Dictionary Learning Farshad G. Veshki S. Vorobyov 30 1 0 25 Jan 2023
Optimal Regularization for a Data Source Oscar Leong Eliza O'Reilly Yong Sheng Soh V. Chandrasekaran 52 4 0 27 Dec 2022
Unrolled Compressed Blind-Deconvolution Bahareh Tolooshams S. Mulleti Demba E. Ba Yonina C. Eldar 123 6 0 28 Sep 2022
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity Mohammadreza Ebrahimi Yidong Chai Hao Helen Zhang Hsinchun Chen 58 9 0 05 May 2022
Efficient ADMM-based Algorithms for Convolutional Sparse Coding Farshad G. Veshki S. Vorobyov 19 17 0 07 Sep 2021
Adaptive Clustering of Robust Semantic Representations for Adversarial Image Purification S. Silva Arun Das I. Scarff Peyman Najafirad AAML 52 1 0 05 Apr 2021
Gaussian Process Convolutional Dictionary Learning Andrew H. Song Bahareh Tolooshams Demba E. Ba 118 2 0 28 Mar 2021
Efficient Consensus Model based on Proximal Gradient Method applied to Convolutional Sparse Problems Gustavo Silva P. Rodríguez 18 0 0 19 Nov 2020
Unfolding Neural Networks for Compressive Multichannel Blind Deconvolution Bahareh Tolooshams S. Mulleti Demba E. Ba Yonina C. Eldar 41 9 0 22 Oct 2020
Group Invariant Dictionary Learning Yong Sheng Soh 58 9 0 15 Jul 2020
From Symmetry to Geometry: Tractable Nonconvex Problems Yuqian Zhang Qing Qu John N. Wright 87 45 0 14 Jul 2020
Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis Pierre Humbert L. Oudre Nicolas Vayatis Julien Audiffren 46 0 0 06 Jul 2020
On the Preservation of Spatio-temporal Information in Machine Learning Applications Yigit Oktar Mehmet Türkan 50 1 0 15 Jun 2020
Interpretable Classification of Bacterial Raman Spectra with Knockoff Wavelets Charmaine Chia Matteo Sesia Chi-Sing Ho S. Jeffrey J. Dionne Emmanuel J. Candès R. Howe 54 5 0 08 Jun 2020
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration Jian Kang Danfeng Hong Jialin Liu Gerald Baier Naoto Yokoya Begüm Demir 81 51 0 06 Mar 2020
Analysis of the Optimization Landscapes for Overcomplete Representation Learning Qing Qu Yuexiang Zhai Xiao Li Yuqian Zhang Zhihui Zhu 99 10 0 05 Dec 2019
Dynamic Upsampling of Smoke through Dictionary-based Learning Kai-Yi Bai Wei Li M. Desbrun Xiaopei Liu AI4CE 60 27 0 21 Oct 2019
Rethinking the CSC Model for Natural Images Dror Simon Michael Elad 42 91 0 12 Sep 2019
Short-and-Sparse Deconvolution -- A Geometric Approach Yenson Lau Qing Qu Han-Wen Kuo Pengcheng Zhou Yuqian Zhang John N. Wright 77 30 0 28 Aug 2019
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution Qing Qu Xiao Li Zhihui Zhu 103 31 0 28 Aug 2019
Multivariate Convolutional Sparse Coding with Low Rank Tensor Pierre Humbert Julien Audiffren L. Oudre Nicolas Vayatis 61 0 0 09 Aug 2019
CRNet: Image Super-Resolution Using A Convolutional Sparse Coding Inspired Network Menglei Zhang Zhou Liu Lei Yu SupR 51 3 0 03 Aug 2019
Convolutional Dictionary Learning in Hierarchical Networks Javier Zazo Bahareh Tolooshams Demba E. Ba BDL 54 5 0 23 Jul 2019
Fast Convolutional Dictionary Learning off the Grid Andrew H. Song Francisco J. Flores Demba E. Ba 50 2 0 22 Jul 2019
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions Bahareh Tolooshams Andrew H. Song S. Temereanca Demba E. Ba BDL 46 0 0 07 Jul 2019
Two-layer Residual Sparsifying Transform Learning for Image Reconstruction Xuehang Zheng S. Ravishankar Y. Long M. Klasky B. Wohlberg MedIm 55 2 0 01 Jun 2019
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning Bahareh Tolooshams Sourav Dey Demba E. Ba 54 4 0 18 Apr 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning S. Ravishankar J. C. Ye Jeffrey A. Fessler 121 244 0 04 Apr 2019
Analysis Dictionary Learning: An Efficient and Discriminative Solution Wen Tang Ashkan Panahi Hamid Krim Liyi Dai 34 16 0 07 Mar 2019
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding Menglei Zhang Zhou Liu Lei Yu 31 5 0 31 Dec 2018
$A Greedy Approach to $\ell_{0,\infty}$ Based Convolutional Sparse Coding$ A Greedy Approach to $\ell_{0,\infty}$ Based Convolutional Sparse Coding Elad Plaut Raja Giryes 60 10 0 26 Dec 2018
On learning with shift-invariant structures Cristian Rusu OOD 48 15 0 03 Dec 2018
Adversarial Defense by Stratified Convolutional Sparse Coding Bo Sun Nian-hsuan Tsai Fangchen Liu Ronald Yu Hao Su AAML 67 76 0 30 Nov 2018
Learning Multi-Layer Transform Models S. Ravishankar B. Wohlberg MedIm 38 12 0 19 Oct 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction Yu Sun B. Wohlberg Ulugbek S. Kamilov 51 209 0 12 Sep 2018
Fast Rotational Sparse Coding Michael T. McCann Vincent Andrearczyk M. Unser Adrien Depeursinge 112 1 0 12 Jun 2018
Dictionary Learning for Adaptive GPR Landmine Classification F. Giovanneschi Kumar Vijay Mishra M. González-Huici Yonina C. Eldar J. Ender 44 38 0 24 May 2018
Learning Filter Bank Sparsifying Transforms L. Pfister Y. Bresler 56 28 0 06 Mar 2018
Convolutional Phase Retrieval via Gradient Descent Qing Qu Yuqian Zhang Yonina C. Eldar John N. Wright 95 30 0 03 Dec 2017