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Publications of Julien Mairal
Thesis
-
J. Mairal.
Sparse coding for machine learning, image processing and computer vision.
PhD thesis,
Ecole Normale Supérieure de Cachan,
2010.
Articles in journal or book chapters
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J. Mairal,
F. Bach,
and J. Ponce.
Task-Driven Dictionary Learning.
IEEE Transactions on Pattern Analysis and Machine Intelligence,
34(4):791-804,
2012.
Note: 2010 technical report: http://arxiv.org/abs/1009.5358.
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F. Couzinie,
J. Mairal,
F. Bach,
and J. Ponce.
Dictionary Learning for Deblurring and Digital Zoom.
2011.
Note: Submitted to IJCV, pre-print ArXiv.
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R. Jenatton,
J. Mairal,
G. Obozinski,
and F. Bach.
Proximal Methods for Hierachichal Sparse Coding.
Journal of Machine Learning Research,
12:2297-2334,
2011.
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J. Mairal,
F. Bach,
and J. Ponce.
Task-Driven Dictionary Learning.
IEEE Transactions on Pattern Analysis and Machine Intelligence,
2011.
Note: To appear. preprint ArXiv:1009.5358.
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J. Mairal,
F. Bach,
J. Ponce,
and G. Sapiro.
Online Learning for Matrix Factorization and Sparse Coding.
Journal of Machine Learning Research,
11:19-60,
January 2010.
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J. Mairal,
G. Sapiro,
and Michael Elad.
Learning multiscale sparse representations for image and video restoration.
SIAM Multiscale Modeling and Simulation,
7(1):214-241,
April 2008.
Conference articles
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L. Benoît,
J. Mairal,
F. Bach,
and J. Ponce.
Sparse Image Representation with Epitomes.
In IEEE Conference on Computer Vision and Pattern Recognition,
2011.
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R. Jenatton,
J. Mairal,
G. Obozinski,
and F. Bach.
Proximal Methods for Sparse Hierachichal Dictionary Learning.
In International Conference on Machine Learning,
2010.
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J. Mairal,
R. Jenatton,
G. Obozinski,
and F. Bach.
Network Flow Algorithms for Structured Sparsity.
In Advances in Neural Information Processing Systems,
2010.
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J. Mairal,
F. Bach,
J. Ponce,
and G. Sapiro.
Online Dictionary Learning for Sparse Coding.
In International Conference on Machine Learning,
2009.
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J. Mairal,
F. Bach,
J. Ponce,
G. Sapiro,
and A. Zisserman.
Non-local Sparse Models for Image Restoration.
In International Conference on Computer Vision,
2009.
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J. Mairal,
F. Bach,
J. Ponce,
G. Sapiro,
and A. Zisserman.
Discriminative Learned Dictionaries for Local Image Analysis.
In IEEE Conference on Computer Vision and Pattern Recognition,
2008.
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J. Mairal,
F. Bach,
J. Ponce,
G. Sapiro,
and A. Zisserman.
Supervised Dictionary Learning.
In Advances in Neural Information Processing Systems,
2008.
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J. Mairal,
Michael Elad,
and G. Sapiro.
Sparse Learned Representations for Image Restoration.
In 4th World conference of the IASC (International Association for Statistical Computing),
2008.
Note: Invited paper.
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J. Mairal,
Marius Leordeanu,
F. Bach,
Martial Hebert,
and J. Ponce.
Discriminative Sparse Image Models for Class-Specific Edge Detection and Image Interpretation.
In European Conference on Computer Vision,
2008.
Internal reports
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F. Bach,
J. Mairal,
and J. Ponce.
Convex Sparse Matrix Factorizations.
Technical report,
December 2008.
Note: ArXiv:0812.1869.
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