 | 2012 |
| 29 |  | Julien Mairal,
Bin Yu:
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows
CoRR abs/1204.4539: (2012) |
| 28 |  | Julien Mairal,
Bin Yu:
Complexity Analysis of the Lasso Regularization Path
CoRR abs/1205.0079: (2012) |
| 27 |  | Francis R. Bach,
Rodolphe Jenatton,
Julien Mairal,
Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties.
Foundations and Trends in Machine Learning 4(1): 1-106 (2012) |
| 26 |  | Julien Mairal,
Francis Bach,
Jean Ponce:
Task-Driven Dictionary Learning.
IEEE Trans. Pattern Anal. Mach. Intell. 34(4): 791-804 (2012) |
| 2011 |
| 25 |  | Louise Benoît,
Julien Mairal,
Francis Bach,
Jean Ponce:
Sparse image representation with epitomes.
CVPR 2011: 2913-2920 |
| 24 |  | Julien Mairal,
Rodolphe Jenatton,
Guillaume Obozinski,
Francis Bach:
Convex and Network Flow Optimization for Structured Sparsity
CoRR abs/1104.1872: (2011) |
| 23 |  | Francis Bach,
Rodolphe Jenatton,
Julien Mairal,
Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties
CoRR abs/1108.0775: (2011) |
| 22 |  | Francis Bach,
Rodolphe Jenatton,
Julien Mairal,
Guillaume Obozinski:
Structured sparsity through convex optimization
CoRR abs/1109.2397: (2011) |
| 21 |  | Florent Couzinie-Devy,
Julien Mairal,
Francis Bach,
Jean Ponce:
Dictionary Learning for Deblurring and Digital Zoom
CoRR abs/1110.0957: (2011) |
| 20 |  | Louise Benoît,
Julien Mairal,
Francis Bach,
Jean Ponce:
Sparse Image Representation with Epitomes
CoRR abs/1110.2855: (2011) |
| 19 |  | Julien Mairal,
Rodolphe Jenatton,
Guillaume Obozinski,
Francis Bach:
Learning Hierarchical and Topographic Dictionaries with Structured Sparsity
CoRR abs/1110.4481: (2011) |
| 18 |  | Rodolphe Jenatton,
Julien Mairal,
Guillaume Obozinski,
Francis Bach:
Proximal Methods for Hierarchical Sparse Coding.
Journal of Machine Learning Research 12: 2297-2334 (2011) |
| 17 |  | Julien Mairal,
Rodolphe Jenatton,
Guillaume Obozinski,
Francis Bach:
Convex and Network Flow Optimization for Structured Sparsity.
Journal of Machine Learning Research 12: 2681-2720 (2011) |
| 2010 |
| 16 |  | Rodolphe Jenatton,
Julien Mairal,
Guillaume Obozinski,
Francis Bach:
Proximal Methods for Sparse Hierarchical Dictionary Learning.
ICML 2010: 487-494 |
| 15 |  | Julien Mairal,
Rodolphe Jenatton,
Guillaume Obozinski,
Francis R. Bach:
Network Flow Algorithms for Structured Sparsity.
NIPS 2010: 1558-1566 |
| 14 |  | Julien Mairal,
Rodolphe Jenatton,
Guillaume Obozinski,
Francis Bach:
Network Flow Algorithms for Structured Sparsity
CoRR abs/1008.5209: (2010) |
| 13 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro:
Online Learning for Matrix Factorization and Sparse Coding.
Journal of Machine Learning Research 11: 19-60 (2010) |
| 2009 |
| 12 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro,
Andrew Zisserman:
Non-local sparse models for image restoration.
ICCV 2009: 2272-2279 |
| 11 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro:
Online dictionary learning for sparse coding.
ICML 2009: 87 |
| 10 |  | Julien Mairal,
Francis R. Bach,
Jean Ponce,
Guillermo Sapiro:
Online Learning for Matrix Factorization and Sparse Coding
CoRR abs/0908.0050: (2009) |
| 2008 |
| 9 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro,
Andrew Zisserman:
Discriminative learned dictionaries for local image analysis.
CVPR 2008 |
| 8 |  | Julien Mairal,
Marius Leordeanu,
Francis Bach,
Martial Hebert,
Jean Ponce:
Discriminative Sparse Image Models for Class-Specific Edge Detection and Image Interpretation.
ECCV (3) 2008: 43-56 |
| 7 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro,
Andrew Zisserman:
Supervised Dictionary Learning.
NIPS 2008: 1033-1040 |
| 6 |  | Julien Mairal,
Francis Bach,
Jean Ponce,
Guillermo Sapiro,
Andrew Zisserman:
Supervised Dictionary Learning
CoRR abs/0809.3083: (2008) |
| 5 |  | Francis Bach,
Julien Mairal,
Jean Ponce:
Convex Sparse Matrix Factorizations
CoRR abs/0812.1869: (2008) |
| 4 |  | Julien Mairal,
Michael Elad,
Guillermo Sapiro:
Sparse Representation for Color Image Restoration.
IEEE Transactions on Image Processing 17(1): 53-69 (2008) |
| 3 |  | Julien Mairal,
Guillermo Sapiro,
Michael Elad:
Learning Multiscale Sparse Representations for Image and Video Restoration.
Multiscale Modeling & Simulation 7(1): 214-241 (2008) |
| 2007 |
| 2 |  | Julien Mairal,
Guillermo Sapiro,
Michael Elad:
Multiscale Sparse Image Representationwith Learned Dictionaries.
ICIP (3) 2007: 105-108 |
| 2006 |
| 1 |  | Julien Mairal,
Renaud Keriven,
Alexandre Chariot:
Fast and Efficient Dense Variational Stereo on GPU.
3DPVT 2006: 97-104 |