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Julien Mairal
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Publications
- 2015
- [j13]Julien Mairal, Michael Elad, Francis R. Bach:
Guest Editorial: Sparse Coding. Int. J. Comput. Vis. 114(2-3): 89-90 (2015) - 2014
- [j10]Julien Mairal, Francis R. Bach, Jean Ponce:
Sparse Modeling for Image and Vision Processing. Found. Trends Comput. Graph. Vis. 8(2-3): 85-283 (2014) - [i15]Julien Mairal, Francis R. Bach, Jean Ponce:
Sparse Modeling for Image and Vision Processing. CoRR abs/1411.3230 (2014) - 2013
- [c14]Anil Kumar Nelakanti, Cédric Archambeau, Julien Mairal, Francis R. Bach, Guillaume Bouchard:
Structured Penalties for Log-Linear Language Models. EMNLP 2013: 233-243 - 2012
- [j8]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties. Found. Trends Mach. Learn. 4(1): 1-106 (2012) - [j7]Julien Mairal, Francis R. Bach, Jean Ponce:
Task-Driven Dictionary Learning. IEEE Trans. Pattern Anal. Mach. Intell. 34(4): 791-804 (2012) - 2011
- [j6]Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach:
Proximal Methods for Hierarchical Sparse Coding. J. Mach. Learn. Res. 12: 2297-2334 (2011) - [j5]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Convex and Network Flow Optimization for Structured Sparsity. J. Mach. Learn. Res. 12: 2681-2720 (2011) - [c10]Louise Benoît, Julien Mairal, Francis R. Bach, Jean Ponce:
Sparse image representation with epitomes. CVPR 2011: 2913-2920 - [i10]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Convex and Network Flow Optimization for Structured Sparsity. CoRR abs/1104.1872 (2011) - [i9]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Optimization with Sparsity-Inducing Penalties. CoRR abs/1108.0775 (2011) - [i8]Francis R. Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski:
Structured sparsity through convex optimization. CoRR abs/1109.2397 (2011) - [i7]Florent Couzinie-Devy, Julien Mairal, Francis R. Bach, Jean Ponce:
Dictionary Learning for Deblurring and Digital Zoom. CoRR abs/1110.0957 (2011) - [i6]Louise Benoît, Julien Mairal, Francis R. Bach, Jean Ponce:
Sparse Image Representation with Epitomes. CoRR abs/1110.2855 (2011) - [i5]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Learning Hierarchical and Topographic Dictionaries with Structured Sparsity. CoRR abs/1110.4481 (2011) - 2010
- [j4]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro:
Online Learning for Matrix Factorization and Sparse Coding. J. Mach. Learn. Res. 11: 19-60 (2010) - [c9]Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis R. Bach:
Proximal Methods for Sparse Hierarchical Dictionary Learning. ICML 2010: 487-494 - [c8]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Network Flow Algorithms for Structured Sparsity. NIPS 2010: 1558-1566 - [i4]Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach:
Network Flow Algorithms for Structured Sparsity. CoRR abs/1008.5209 (2010) - 2009
- [c7]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman:
Non-local sparse models for image restoration. ICCV 2009: 2272-2279 - [c6]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro:
Online dictionary learning for sparse coding. ICML 2009: 689-696 - [i3]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro:
Online Learning for Matrix Factorization and Sparse Coding. CoRR abs/0908.0050 (2009) - 2008
- [c5]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman:
Discriminative learned dictionaries for local image analysis. CVPR 2008 - [c4]Julien Mairal, Marius Leordeanu, Francis R. Bach, Martial Hebert, Jean Ponce:
Discriminative Sparse Image Models for Class-Specific Edge Detection and Image Interpretation. ECCV (3) 2008: 43-56 - [c3]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman:
Supervised Dictionary Learning. NIPS 2008: 1033-1040 - [i2]Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman:
Supervised Dictionary Learning. CoRR abs/0809.3083 (2008) - [i1]Francis R. Bach, Julien Mairal, Jean Ponce:
Convex Sparse Matrix Factorizations. CoRR abs/0812.1869 (2008)
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