About
Discord Stateoftheart AI
GitHub

Publications

91

Cited by

20238

Julien Mairal

machine learningartificial intelligencecontinuous optimizationcomputer visionimage and signal processing
French Institute for Research in Computer Science and Automation

France

Papers and Citations

1 - 50
Online learning for matrix factorization and sparse coding
2010
Francis Bach
Julien Mairal
Jean Ponce
+1
Cited by 2642
Online dictionary learning for sparse coding
2009
Guillermo Sapiro
Francis Bach
Jean Ponce
+1
Cited by 2151
Sparse representation for computer vision and pattern recognition
2010
Thomas S. Huang
John Wright
Guillermo Sapiro
+3
Cited by 1906
Sparse representation for color image restoration
2008
Julien Mairal
Michael Elad
Guillermo Sapiro
Cited by 1799
Non-local sparse models for image restoration
2009
Guillermo Sapiro
Francis Bach
Julien Mairal
+2
Cited by 1625
Supervised dictionary learning
2008
Francis Bach
Jean Ponce
Andrew Zisserman
+2
Cited by 1261
Optimization with sparsity-inducing penalties
2012
Guillaume Obozinski
Julien Mairal
Francis Bach
+1
Cited by 1056
Discriminative learned dictionaries for local image analysis
2008
Andrew Zisserman
Julien Mairal
Guillermo Sapiro
+2
Cited by 918
Task-driven dictionary learning
2012
Julien Mairal
Jean Ponce
Francis Bach
Cited by 875
Learning Multiscale Sparse Representations for Image and Video Restoration
2008
Julien Mairal
Michael Elad
Guillermo Sapiro
Cited by 579
Sparse modeling for image and vision processing
2014
Jean Ponce
Francis Bach
Julien Mairal
Cited by 490
Proximal methods for sparse hierarchical dictionary learning
2010
Julien Mairal
Francis Bach
Rodolphe JENATTON
+1
Cited by 426
Convolutional kernel networks
2014
Julien Mairal
Cordelia Schmid
Zaid Harchaoui
+1
Cited by 371
Proximal methods for hierarchical sparse coding
2011
Julien Mairal
Francis Bach
Rodolphe JENATTON
+1
Cited by 365
Convex optimization with sparsity-inducing norms
2011
Francis Bach
Julien Mairal
Guillaume Obozinski
+1
Cited by 362
Catalyst Acceleration for First-order Convex Optimization: from Theory to Practice
2018
Zaid Harchaoui
Julien Mairal
Hongzhou Lin
Cited by 360
A Universal Catalyst for First-Order Optimization
2015
Hongzhou Lin
Julien Mairal
Zaid Harchaoui
Cited by 343
Structured sparsity through convex optimization
2012
Rodolphe JENATTON
Guillaume Obozinski
Julien Mairal
+1
Cited by 340
Incremental majorization-minimization optimization with application to large-scale machine learning
2015
Julien Mairal
Cited by 269
Discriminative sparse image models for class-specific edge detection and image interpretation
2008
Jean Ponce
Marius Leordeanu
Julien Mairal
+2
Cited by 254
On learning to localize objects with minimal supervision
2014
Ross Girshick
Stefanie Jegelka
Hyun Oh Song
+3
Cited by 252
Local convolutional features with unsupervised training for image retrieval
2015
Zaid Harchaoui
Julien Mairal
Mattis Paulin
+3
Cited by 209
Optimization with first-order surrogate functions
2013
Julien Mairal
Cited by 184
Network flow algorithms for structured sparsity
2010
Julien Mairal
Guillaume Obozinski
Francis Bach
+1
Cited by 179
Unsupervised learning of visual features by contrasting cluster assignments
2020
Julien Mairal
Priya Goyal
Piotr Bojanowski
+3
Cited by 179
Convex sparse matrix factorizations
2008
Julien Mairal
Jean Ponce
Francis Bach
Cited by 132
Stochastic majorization-minimization algorithms for large-scale optimization
2013
Julien Mairal
Cited by 114
Complexity Analysis of the Lasso Regularization Path
2012
Julien Mairal
B Yu
Cited by 106
Mixing Body-Part Sequences for Human Pose Estimation
2014
Karteek Alahari
Anoop Cherian
Cordelia Schmid
+1
Cited by 103
Convex and network flow optimization for structured sparsity
2011
Guillaume Obozinski
Julien Mairal
Francis Bach
+1
Cited by 97
BlitzNet: A Real-Time Deep Network for Scene Understanding
2017
NIKITA DVORNIK
Julien Mairal
Konstantin Shmelkov
+1
Cited by 91
Unsupervised pre-training of image features on non-curated data
2019
Piotr Bojanowski
Armand Joulin
Mathilde Caron
+1
Cited by 87
Multiscale sparse image representationwith learned dictionaries
2007
Julien Mairal
Michael Elad
Guillermo Sapiro
Cited by 82
End-to-End Kernel Learning with Supervised Convolutional Kernel Networks
2016
Julien Mairal
Cited by 82
Fast and Robust Archetypal Analysis for Representation Learning
2014
Zaid Harchaoui
Julien Mairal
Yuansi Chen
Cited by 77
Convolutional patch representations for image retrieval: an unsupervised approach
2017
Cordelia Schmid
Florent Perronnin
Zaid Harchaoui
+3
Cited by 70
On the inductive bias of neural tangent kernels
2019
Julien Mairal
Alberto Bietti
Cited by 70
Efficient RNA Isoform Identification and Quantification from RNA-Seq Data with Network Flows
2014
E Bernard
Julien Mairal
Jean-Philippe Vert
+1
Cited by 68
Catalyst Acceleration for Gradient-Based Non-Convex Optimization
2018
Hongzhou Lin
Dmitriy Drusvyatskiy
Julien Mairal
+2
Cited by 67
Diversity with cooperation: Ensemble methods for few-shot classification
2019
Cordelia Schmid
NIKITA DVORNIK
Julien Mairal
Cited by 66
Modeling Visual Context is Key to Augmenting Object Detection Datasets
2018
Julien Mairal
C Schmid.
M Dvornik
Cited by 54
Group invariance, stability to deformations, and complexity of deep convolutional representations
2019
Julien Mairal
Alberto Bietti
Cited by 45
Dictionary Learning for Massive Matrix Factorization
2016
Gaël Varoquaux
Bertrand Thirion
Arthur Mensch
+1
Cited by 44
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows
2013
Julien Mairal
B Yu
Cited by 42
Catalyst for gradient-based nonconvex optimization
2018
Courtney Paquette
Julien Mairal
Hongzhou Lin
+2
Cited by 40
Fast and efficient dense variational stereo on GPU
2006
A Chariot
Julien Mairal
Renaud Keriven
Cited by 40
Sparse learned representations for image restoration
2008
Julien Mairal
Michael Elad
Guillermo Sapiro
Cited by 31
Learning neural representations of human cognition across many fMRI studies
2017
Gaël Varoquaux
Arthur Mensch
Julien Mairal
+2
Cited by 30
Sparse image representation with epitomes
2011
L Benoît
Francis Bach
Jean Ponce
+1
Cited by 29
A kernel perspective for regularizing deep neural networks
2019
G Mialon
Dexiong Chen
Julien Mairal
+2
Cited by 28