Julien Mairal

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)

Julien Mairal, Francis Bach, Jean Ponce: Task-Driven Dictionary Learning. IEEE Trans. Pattern Anal. Mach. Intell. 34(4): 791-804 (2012)

Julien Mairal, Bin Yu: Complexity Analysis of the Lasso Regularization Path. ICML 2012

Julien Mairal, Bin Yu: Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows. CoRR abs/1204.4539 (2012)

Julien Mairal, Bin Yu: Complexity Analysis of the Lasso Regularization Path. CoRR abs/1205.0079 (2012)

Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis Bach: Proximal Methods for Hierarchical Sparse Coding. Journal of Machine Learning Research 12: 2297-2334 (2011)

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)

Louise Benoît, Julien Mairal, Francis Bach, Jean Ponce: Sparse image representation with epitomes. CVPR 2011: 2913-2920

Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis Bach: Convex and Network Flow Optimization for Structured Sparsity. CoRR abs/1104.1872 (2011)

Francis Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski: Optimization with Sparsity-Inducing Penalties. CoRR abs/1108.0775 (2011)

Francis Bach, Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski: Structured sparsity through convex optimization. CoRR abs/1109.2397 (2011)

Florent Couzinie-Devy, Julien Mairal, Francis Bach, Jean Ponce: Dictionary Learning for Deblurring and Digital Zoom. CoRR abs/1110.0957 (2011)

Louise Benoît, Julien Mairal, Francis Bach, Jean Ponce: Sparse Image Representation with Epitomes. CoRR abs/1110.2855 (2011)

Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis Bach: Learning Hierarchical and Topographic Dictionaries with Structured Sparsity. CoRR abs/1110.4481 (2011)

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)

John Wright, Yi Ma, Julien Mairal, Guillermo Sapiro, Thomas S. Huang, Shuicheng Yan: Sparse Representation for Computer Vision and Pattern Recognition. Proceedings of the IEEE 98(6): 1031-1044 (2010)

Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski, Francis Bach: Proximal Methods for Sparse Hierarchical Dictionary Learning. ICML 2010: 487-494

Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis R. Bach: Network Flow Algorithms for Structured Sparsity. NIPS 2010: 1558-1566

Julien Mairal, Rodolphe Jenatton, Guillaume Obozinski, Francis Bach: Network Flow Algorithms for Structured Sparsity. CoRR abs/1008.5209 (2010)

Julien Mairal, Francis Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman: Non-local sparse models for image restoration. ICCV 2009: 2272-2279

Julien Mairal, Francis Bach, Jean Ponce, Guillermo Sapiro: Online dictionary learning for sparse coding. ICML 2009: 87

Julien Mairal, Francis R. Bach, Jean Ponce, Guillermo Sapiro: Online Learning for Matrix Factorization and Sparse Coding. CoRR abs/0908.0050 (2009)

Julien Mairal, Guillermo Sapiro, Michael Elad: Learning Multiscale Sparse Representations for Image and Video Restoration. Multiscale Modeling & Simulation 7(1): 214-241 (2008)

Julien Mairal, Michael Elad, Guillermo Sapiro: Sparse Representation for Color Image Restoration. IEEE Transactions on Image Processing 17(1): 53-69 (2008)

Julien Mairal, Francis Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman: Discriminative learned dictionaries for local image analysis. CVPR 2008

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

Julien Mairal, Francis Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman: Supervised Dictionary Learning. NIPS 2008: 1033-1040

Julien Mairal, Francis Bach, Jean Ponce, Guillermo Sapiro, Andrew Zisserman: Supervised Dictionary Learning. CoRR abs/0809.3083 (2008)

Francis Bach, Julien Mairal, Jean Ponce: Convex Sparse Matrix Factorizations. CoRR abs/0812.1869 (2008)

Julien Mairal, Guillermo Sapiro, Michael Elad: Multiscale Sparse Image Representationwith Learned Dictionaries. ICIP (3) 2007: 105-108

Julien Mairal, Renaud Keriven, Alexandre Chariot: Fast and Efficient Dense Variational Stereo on GPU. 3DPVT 2006: 97-104