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Sparse Modeling for Image and Vision Processing

Sparse Modeling for Image and Vision Processing

12 November 2014
Julien Mairal
Francis R. Bach
Jean Ponce
    VLM
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Papers citing "Sparse Modeling for Image and Vision Processing"

48 / 48 papers shown
Title
Interpreting the Linear Structure of Vision-language Model Embedding Spaces
Interpreting the Linear Structure of Vision-language Model Embedding Spaces
Isabel Papadimitriou
Huangyuan Su
Thomas Fel
Naomi Saphra
Sham Kakade
Stephanie Gil
VLM
54
0
0
16 Apr 2025
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment
Harrish Thasarathan
Julian Forsyth
Thomas Fel
M. Kowal
Konstantinos G. Derpanis
111
7
0
06 Feb 2025
Optimal Regularization for a Data Source
Optimal Regularization for a Data Source
Oscar Leong
Eliza O'Reilly
Yong Sheng Soh
V. Chandrasekaran
25
4
0
27 Dec 2022
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With
  Smooth Sensitivity
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity
Faisal Hamman
Jiahao Chen
Sanghamitra Dutta
25
9
0
03 Nov 2022
Revisiting Sparse Convolutional Model for Visual Recognition
Revisiting Sparse Convolutional Model for Visual Recognition
Xili Dai
Mingyang Li
Pengyuan Zhai
Shengbang Tong
Xingjian Gao
Shao-Lun Huang
Zhihui Zhu
Chong You
Y. Ma
FAtt
35
27
0
24 Oct 2022
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing
Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing
Alexandre Zouaoui
Gedeon Muhawenayo
Behnood Rasti
Jocelyn Chanussot
Julien Mairal
18
16
0
22 Sep 2022
Cross-Modality Neuroimage Synthesis: A Survey
Cross-Modality Neuroimage Synthesis: A Survey
Guoyang Xie
Yawen Huang
Jin-Bao Wang
Ke Lu
Yefeng Zheng
Feng Zheng
Yaochu Jin
28
7
0
14 Feb 2022
Sparse Coding with Multi-Layer Decoders using Variance Regularization
Sparse Coding with Multi-Layer Decoders using Variance Regularization
Katrina Evtimova
Yann LeCun
BDL
OffRL
18
9
0
16 Dec 2021
Toward Understanding the Feature Learning Process of Self-supervised
  Contrastive Learning
Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning
Zixin Wen
Yuanzhi Li
SSL
MLT
32
131
0
31 May 2021
A Survey on Ensemble Learning under the Era of Deep Learning
A Survey on Ensemble Learning under the Era of Deep Learning
Yongquan Yang
Haijun Lv
Ning Chen
OOD
67
182
0
21 Jan 2021
Spectral Superresolution of Multispectral Imagery with Joint Sparse and
  Low-Rank Learning
Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning
Lianru Gao
Danfeng Hong
Jing Yao
Bing Zhang
Paolo Gamba
Jocelyn Chanussot
62
125
0
28 Jul 2020
Analysis of the Optimization Landscapes for Overcomplete Representation
  Learning
Analysis of the Optimization Landscapes for Overcomplete Representation Learning
Qing Qu
Yuexiang Zhai
Xiao Li
Yuqian Zhang
Zhihui Zhu
20
9
0
05 Dec 2019
Sparse Optimization on Measures with Over-parameterized Gradient Descent
Sparse Optimization on Measures with Over-parameterized Gradient Descent
Lénaïc Chizat
21
92
0
24 Jul 2019
Machine learning in acoustics: theory and applications
Machine learning in acoustics: theory and applications
Michael J. Bianco
Peter Gerstoft
James Traer
Emma Ozanich
M. Roch
Sharon Gannot
Charles-Alban Deledalle
AI4CE
28
376
0
11 May 2019
Controlling Neural Networks via Energy Dissipation
Controlling Neural Networks via Energy Dissipation
Michael Möller
Thomas Möllenhoff
Daniel Cremers
33
17
0
05 Apr 2019
On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution
On the Global Geometry of Sphere-Constrained Sparse Blind Deconvolution
Yuqian Zhang
Yenson Lau
Han-Wen Kuo
S. Cheung
A. Pasupathy
John N. Wright
24
49
0
07 Jan 2019
Basis Pursuit Denoise with Nonsmooth Constraints
Basis Pursuit Denoise with Nonsmooth Constraints
R. Baraldi
Rajiv Kumar
Aleksandr Aravkin
30
10
0
28 Nov 2018
Subgradient Descent Learns Orthogonal Dictionaries
Subgradient Descent Learns Orthogonal Dictionaries
Yu Bai
Qijia Jiang
Ju Sun
20
51
0
25 Oct 2018
A comprehensive study of sparse representation techniques for offline
  signature verification
A comprehensive study of sparse representation techniques for offline signature verification
E. Zois
Dimitrios Tsourounis
Ilias Theodorakopoulos
A. Kesidis
G. Economou
20
32
0
13 Jul 2018
Multimodal Image Denoising based on Coupled Dictionary Learning
Multimodal Image Denoising based on Coupled Dictionary Learning
P. Song
M. Rodrigues
14
6
0
26 Jun 2018
Unsupervised Learning of Artistic Styles with Archetypal Style Analysis
Unsupervised Learning of Artistic Styles with Archetypal Style Analysis
Daan Wynen
Cordelia Schmid
Julien Mairal
6
26
0
28 May 2018
Multi-Layer Sparse Coding: The Holistic Way
Multi-Layer Sparse Coding: The Holistic Way
Aviad Aberdam
Jeremias Sulam
Michael Elad
17
34
0
25 Apr 2018
Machine learning based hyperspectral image analysis: A survey
Machine learning based hyperspectral image analysis: A survey
Utsav B. Gewali
S. Monteiro
E. Saber
24
115
0
23 Feb 2018
Structured low-rank matrix completion for forecasting in time series
  analysis
Structured low-rank matrix completion for forecasting in time series analysis
J. Gillard
K. Usevich
AI4TS
20
22
0
22 Feb 2018
Convolutional Analysis Operator Learning: Acceleration and Convergence
Convolutional Analysis Operator Learning: Acceleration and Convergence
Il Yong Chun
Jeffrey A. Fessler
30
46
0
15 Feb 2018
Travel time tomography with adaptive dictionaries
Travel time tomography with adaptive dictionaries
Michael J. Bianco
Peter Gerstoft
15
36
0
16 Dec 2017
Denoising Gravitational Waves using Deep Learning with Recurrent
  Denoising Autoencoders
Denoising Gravitational Waves using Deep Learning with Recurrent Denoising Autoencoders
Hongyu Shen
D. George
Eliu A. Huerta
Zhizhen Zhao
32
66
0
27 Nov 2017
Convolutional Dictionary Learning: A Comparative Review and New
  Algorithms
Convolutional Dictionary Learning: A Comparative Review and New Algorithms
Cristina Garcia Cardona
B. Wohlberg
16
176
0
09 Sep 2017
First and Second Order Methods for Online Convolutional Dictionary
  Learning
First and Second Order Methods for Online Convolutional Dictionary Learning
Jialin Liu
Cristina Garcia Cardona
B. Wohlberg
W. Yin
24
27
0
31 Aug 2017
An Analysis of Human-centered Geolocation
An Analysis of Human-centered Geolocation
Kaili Wang
Yu-Hui Huang
José Oramas
Luc Van Gool
Tinne Tuytelaars
29
6
0
10 Jul 2017
Convolutional Sparse Representations with Gradient Penalties
Convolutional Sparse Representations with Gradient Penalties
B. Wohlberg
16
22
0
12 May 2017
Convolutional Dictionary Learning via Local Processing
Convolutional Dictionary Learning via Local Processing
Vardan Papyan
Yaniv Romano
Jeremias Sulam
Michael Elad
19
141
0
09 May 2017
Compressive Sensing Approaches for Autonomous Object Detection in Video
  Sequences
Compressive Sensing Approaches for Autonomous Object Detection in Video Sequences
Danil Kuzin
Olga Isupova
Lyudmila Mihaylova
21
5
0
27 Apr 2017
Learning Semidefinite Regularizers
Learning Semidefinite Regularizers
Yong Sheng Soh
V. Chandrasekaran
31
6
0
05 Jan 2017
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images
Deep Learning Ensembles for Melanoma Recognition in Dermoscopy Images
Noel Codella
Q. Nguyen
Sharath Pankanti
David Gutman
Brian Helba
Allan Halpern
John R. Smith
37
527
0
14 Oct 2016
An Inexact Variable Metric Proximal Point Algorithm for Generic
  Quasi-Newton Acceleration
An Inexact Variable Metric Proximal Point Algorithm for Generic Quasi-Newton Acceleration
Hongzhou Lin
Julien Mairal
Zaïd Harchaoui
28
13
0
04 Oct 2016
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
Vardan Papyan
Yaniv Romano
Michael Elad
59
284
0
27 Jul 2016
Social-sparsity brain decoders: faster spatial sparsity
Social-sparsity brain decoders: faster spatial sparsity
Gaël Varoquaux
M. Kowalski
B. Thirion
23
4
0
21 Jun 2016
Convolutional Patch Representations for Image Retrieval: an Unsupervised
  Approach
Convolutional Patch Representations for Image Retrieval: an Unsupervised Approach
Mattis Paulin
Julien Mairal
Matthijs Douze
Zaïd Harchaoui
Florent Perronnin
Cordelia Schmid
SSL
12
65
0
01 Mar 2016
An improved analysis of the ER-SpUD dictionary learning algorithm
An improved analysis of the ER-SpUD dictionary learning algorithm
Jarosław Błasiok
Jelani Nelson
8
13
0
18 Feb 2016
VideoStory Embeddings Recognize Events when Examples are Scarce
VideoStory Embeddings Recognize Events when Examples are Scarce
A. Habibian
Thomas Mensink
Cees G. M. Snoek
16
11
0
08 Nov 2015
Fast Robust PCA on Graphs
Fast Robust PCA on Graphs
N. Shahid
Nathanael Perraudin
Vassilis Kalofolias
Gilles Puy
P. Vandergheynst
18
109
0
29 Jul 2015
Reader-Aware Multi-Document Summarization via Sparse Coding
Reader-Aware Multi-Document Summarization via Sparse Coding
Piji Li
Lidong Bing
Wai Lam
Hang Li
Yi Liao
16
47
0
28 Apr 2015
Linear Spatial Pyramid Matching Using Non-convex and non-negative Sparse
  Coding for Image Classification
Linear Spatial Pyramid Matching Using Non-convex and non-negative Sparse Coding for Image Classification
Chengqiang Bao
Liangtian He
Yilun Wang
16
5
0
27 Apr 2015
Complete Dictionary Recovery over the Sphere
Complete Dictionary Recovery over the Sphere
Ju Sun
Qing Qu
John N. Wright
33
202
0
26 Apr 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating
  directions
Finding a sparse vector in a subspace: Linear sparsity using alternating directions
Qing Qu
Ju Sun
John N. Wright
16
111
0
15 Dec 2014
Factoring nonnegative matrices with linear programs
Factoring nonnegative matrices with linear programs
Victor Bittorf
Benjamin Recht
Christopher Ré
J. Tropp
81
204
0
06 Jun 2012
On Verifiable Sufficient Conditions for Sparse Signal Recovery via
  $\ell_1$ Minimization
On Verifiable Sufficient Conditions for Sparse Signal Recovery via ℓ1\ell_1ℓ1​ Minimization
A. Juditsky
A. Nemirovski
106
142
0
16 Sep 2008
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