Publications

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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

  • J. Mairal, F. Bach, and J. Ponce. Sparse Modeling for Image and Vision Processing. Foundation and Trends in Computer Graphics and Vision, 8(2-3):85-283, 2014.


  • J. Mairal, F. Bach, and J. Ponce. Task-Driven Dictionary Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34(4):791-804, 2012.


  • R. Jenatton, J. Mairal, G. Obozinski, and F. Bach. Proximal Methods for Hierachichal Sparse Coding. Journal of Machine Learning Research, 12:2297-2334, 2011.


  • 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, 2010.


  • 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

  • L. Benoît, J. Mairal, F. Bach, and J. Ponce. Sparse Image Representation with Epitomes. In IEEE Conference on Computer Vision and Pattern Recognition, 2011.


  • R. Jenatton, J. Mairal, G. Obozinski, and F. Bach. Proximal Methods for Sparse Hierachichal Dictionary Learning. In International Conference on Machine Learning, 2010.


  • J. Mairal, R. Jenatton, G. Obozinski, and F. Bach. Network Flow Algorithms for Structured Sparsity. In Advances in Neural Information Processing Systems, 2010.


  • J. Mairal, F. Bach, J. Ponce, and G. Sapiro. Online Dictionary Learning for Sparse Coding. In International Conference on Machine Learning, 2009.


  • 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.


  • 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.


  • J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman. Supervised Dictionary Learning. In Advances in Neural Information Processing Systems, 2008.


  • 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.


  • 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

  • F. Couzinie, J. Mairal, F. Bach, and J. Ponce. Dictionary Learning for Deblurring and Digital Zoom. Technical report, 2011. Note: ArXiv:1110.0957.


  • F. Bach, J. Mairal, and J. Ponce. Convex Sparse Matrix Factorizations. Technical report, December 2008. Note: ArXiv:0812.1869.



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