Julien Mairal
TitleCited byYear
Online learning for matrix factorization and sparse coding
J Mairal, F Bach, J Ponce, G Sapiro
Journal of Machine Learning Research (JMLR) 11, 19-60, 2010
23562010
Online dictionary learning for sparse coding
J Mairal, F Bach, J Ponce, G Sapiro
International Conference on Machine Learning (ICML), 2009
18862009
Sparse representation for computer vision and pattern recognition
J Wright, Y Ma, J Mairal, G Sapiro, TS Huang, S Yan
Proceedings of the IEEE 98 (6), 1031-1044, 2010
17542010
Sparse representation for color image restoration
J Mairal, M Elad, G Sapiro
IEEE Transactions on Image Processing 17 (1), 53-69, 2008
16442008
Non-local sparse models for image restoration
J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman
International Conference on Computer Vision (ICCV), 2009
14122009
Supervised dictionary learning
J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman
Advances in Neural Information Processing Systems (NIPS), 2008
11712008
Discriminative learned dictionaries for local image analysis
J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008
8702008
Optimization with sparsity-inducing penalties
F Bach, R Jenatton, J Mairal, G Obozinski
Foundation and Trends in Machine Learning 4 (1), 1--106, 2012
8372012
Task-driven dictionary learning
J Mairal, F Bach, J Ponce
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 34 (4 …, 2012
7822012
Learning Multiscale Sparse Representations for Image and Video Restoration
J Mairal, G Sapiro, M Elad
SIAM Multiscale Modeling and Simulation 7 (1), 214--241, 2008
5472008
Proximal methods for sparse hierarchical dictionary learning
R Jenatton, J Mairal, G Obozinski, F Bach
International Conference on Machine Learning (ICML), 2010
3892010
Sparse Modeling for Image and Vision Processing
J Mairal, F Bach, J Ponce
Foundations and Trends® in Computer Graphics and Vision 8 (2-3), 85-283, 2014
3872014
Convex optimization with sparsity-inducing norms
F Bach, R Jenatton, J Mairal, G Obozinski
Optimization for Machine Learning, 2011
3492011
Proximal methods for hierarchical sparse coding
R Jenatton, J Mairal, G Obozinski, F Bach
Journal of Machine Learning Research (JMLR) 12, 2297-2334, 2011
3152011
A Universal Catalyst for First-Order Optimization
H Lin, J Mairal, Z Harchaoui
Advances in Neural Information Processing Systems (NIPS), 2015
2662015
Structured sparsity through convex optimization
F Bach, R Jenatton, J Mairal, G Obozinski
Statistical Science 27 (4), 450--468, 2012
2602012
Discriminative sparse image models for class-specific edge detection and image interpretation
J Mairal, M Leordeanu, F Bach, M Hebert, J Ponce
Proceedings of the European Conference on Computer Vision (ECCV), 2008
2462008
Convolutional Kernel Networks
J Mairal, P Koniusz, Z Harchaoui, C Schmid
Advances Neural Information Processing Systems (NIPS), 2014
2452014
Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning
J Mairal
SIAM Journal on Optimization 25 (2), 829--855, 2015
1992015
On Learning to Localize Objects with Minimal Supervision
HO Song, R Girshick, S Jegelka, J Mairal, Z Harchaoui, T Darrell
International Conference on Machine Learing (ICML), 2014
1992014
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Articles 1–20