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Convolutional Dictionary Learning: A Comparative Review and New Algorithms
9 September 2017
Cristina Garcia-Cardona
B. Wohlberg
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Papers citing
"Convolutional Dictionary Learning: A Comparative Review and New Algorithms"
49 / 49 papers shown
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Personalized Convolutional Dictionary Learning of Physiological Time Series
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YOLO-RD: Introducing Relevant and Compact Explicit Knowledge to YOLO by Retriever-Dictionary
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Robust online reconstruction of continuous-time signals from a lean spike train ensemble code
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Fast Unsupervised Tensor Restoration via Low-rank Deconvolution
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Convergent regularization in inverse problems and linear plug-and-play denoisers
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Carola-Bibiane Schönlieb
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302
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18 Jul 2023
Dictionary Learning under Symmetries via Group Representations
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A. R. Low
Yong Sheng Soh
Zhuohang Feng
Brendan K. Y. Tan
OOD
262
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31 May 2023
Multi-dimensional Signal Recovery using Low-rank Deconvolution
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297
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03 May 2023
Revisiting Multimodal Representation in Contrastive Learning: From Patch and Token Embeddings to Finite Discrete Tokens
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Jianbo Yuan
Yu Tian
Shijie Geng
Xinyu Li
Ding Zhou
Dimitris N. Metaxas
Hongxia Yang
292
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27 Mar 2023
An Efficient Approximate Method for Online Convolutional Dictionary Learning
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S. Vorobyov
238
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25 Jan 2023
Optimal Regularization for a Data Source
Foundations of Computational Mathematics (FoCM), 2022
Oscar Leong
Eliza O'Reilly
Yong Sheng Soh
V. Chandrasekaran
305
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27 Dec 2022
Unrolled Compressed Blind-Deconvolution
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Bahareh Tolooshams
S. Mulleti
Demba E. Ba
Yonina C. Eldar
359
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28 Sep 2022
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Mohammadreza Ebrahimi
Yidong Chai
Hao Helen Zhang
Hsinchun Chen
215
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05 May 2022
Efficient ADMM-based Algorithms for Convolutional Sparse Coding
IEEE Signal Processing Letters (IEEE SPL), 2021
Farshad G. Veshki
S. Vorobyov
156
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07 Sep 2021
Adaptive Clustering of Robust Semantic Representations for Adversarial Image Purification
S. Silva
Arun Das
I. Scarff
Peyman Najafirad
AAML
266
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05 Apr 2021
Gaussian Process Convolutional Dictionary Learning
IEEE Signal Processing Letters (IEEE SPL), 2021
Andrew H. Song
Bahareh Tolooshams
Demba E. Ba
562
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28 Mar 2021
Efficient Consensus Model based on Proximal Gradient Method applied to Convolutional Sparse Problems
Gustavo Silva
P. Rodríguez
181
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19 Nov 2020
Unfolding Neural Networks for Compressive Multichannel Blind Deconvolution
Bahareh Tolooshams
S. Mulleti
Demba E. Ba
Yonina C. Eldar
261
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22 Oct 2020
Group Invariant Dictionary Learning
IEEE Transactions on Signal Processing (TSP), 2020
Yong Sheng Soh
258
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15 Jul 2020
From Symmetry to Geometry: Tractable Nonconvex Problems
Yuqian Zhang
Qing Qu
John N. Wright
446
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14 Jul 2020
Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis
Pierre Humbert
L. Oudre
Nicolas Vayatis
Julien Audiffren
251
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06 Jul 2020
On the Preservation of Spatio-temporal Information in Machine Learning Applications
Yigit Oktar
Mehmet Türkan
226
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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
357
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08 Jun 2020
Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Jian Kang
Danfeng Hong
Jialin Liu
Gerald Baier
Xiangwei Zhu
Begüm Demir
272
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06 Mar 2020
Analysis of the Optimization Landscapes for Overcomplete Representation Learning
Qing Qu
Yuexiang Zhai
Xiao Li
Yuqian Zhang
Zhihui Zhu
317
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05 Dec 2019
Dynamic Upsampling of Smoke through Dictionary-based Learning
ACM Transactions on Graphics (TOG), 2019
Kai-Yi Bai
Wei Li
M. Desbrun
Xiaopei Liu
AI4CE
247
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21 Oct 2019
Rethinking the CSC Model for Natural Images
Neural Information Processing Systems (NeurIPS), 2019
Dror Simon
Michael Elad
149
103
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12 Sep 2019
Short-and-Sparse Deconvolution -- A Geometric Approach
International Conference on Learning Representations (ICLR), 2019
Yenson Lau
Qing Qu
Han-Wen Kuo
Pengcheng Zhou
Yuqian Zhang
John N. Wright
237
30
0
28 Aug 2019
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution
Neural Information Processing Systems (NeurIPS), 2019
Qing Qu
Xiao Li
Zhihui Zhu
362
31
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28 Aug 2019
Multivariate Convolutional Sparse Coding with Low Rank Tensor
Pierre Humbert
Julien Audiffren
L. Oudre
Nicolas Vayatis
226
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0
09 Aug 2019
CRNet: Image Super-Resolution Using A Convolutional Sparse Coding Inspired Network
Menglei Zhang
Zhou Liu
Lei Yu
SupR
205
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03 Aug 2019
Convolutional Dictionary Learning in Hierarchical Networks
IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2019
Javier Zazo
Bahareh Tolooshams
Demba E. Ba
BDL
181
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0
23 Jul 2019
Fast Convolutional Dictionary Learning off the Grid
Andrew H. Song
Francisco J. Flores
Demba E. Ba
202
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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
421
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07 Jul 2019
Two-layer Residual Sparsifying Transform Learning for Image Reconstruction
IEEE International Symposium on Biomedical Imaging (ISBI), 2019
Xuehang Zheng
S. Ravishankar
Y. Long
M. Klasky
B. Wohlberg
MedIm
352
2
0
01 Jun 2019
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning
Bahareh Tolooshams
Sourav Dey
Demba E. Ba
269
4
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18 Apr 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning
S. Ravishankar
J. C. Ye
Jeffrey A. Fessler
538
280
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04 Apr 2019
Analysis Dictionary Learning: An Efficient and Discriminative Solution
Wen Tang
Ashkan Panahi
Hamid Krim
Liyi Dai
304
17
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07 Mar 2019
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
Menglei Zhang
Zhou Liu
Lei Yu
135
6
0
31 Dec 2018
A Greedy Approach to
ℓ
0
,
∞
\ell_{0,\infty}
ℓ
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,
∞
Based Convolutional Sparse Coding
Elad Plaut
Raja Giryes
252
11
0
26 Dec 2018
On learning with shift-invariant structures
Cristian Rusu
OOD
251
15
0
03 Dec 2018
Adversarial Defense by Stratified Convolutional Sparse Coding
Bo Sun
Nian-hsuan Tsai
Fangchen Liu
Ronald Yu
Hao Su
AAML
345
85
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30 Nov 2018
Learning Multi-Layer Transform Models
S. Ravishankar
B. Wohlberg
MedIm
162
12
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19 Oct 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction
Yu Sun
B. Wohlberg
Ulugbek S. Kamilov
172
235
0
12 Sep 2018
Fast Rotational Sparse Coding
Michael T. McCann
Vincent Andrearczyk
M. Unser
Adrien Depeursinge
309
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
219
42
0
24 May 2018
Learning Filter Bank Sparsifying Transforms
L. Pfister
Y. Bresler
231
30
0
06 Mar 2018
Convolutional Phase Retrieval via Gradient Descent
Qing Qu
Yuqian Zhang
Yonina C. Eldar
John N. Wright
312
32
0
03 Dec 2017
1
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