Français
EnglishPublications
2011
- J. Mairal, B. Yu. Path Coding Penalties for Directed Acyclic Graphs. In Proceedings of the 4th NIPS Workshop on Optimization for Machine Learning (OPT'11). 2011.
- F. Bach, R. Jenatton, J. Mairal and G. Obozinski. Optimization with Sparsity-Inducing Penalties. to appear in Foundations and Trends in Machine Learning. The tech report on arXiv. 2011.
- J. Mairal*, R. Jenatton*, G. Obozinski and F. Bach. Convex and Network Flow Optimization for Structured Sparsity. Journal of Machine Learning Research, volume 12, pages 2681--2720. 2011. *contributed equally
- R. Jenatton*, J. Mairal*, G. Obozinski and F. Bach. Proximal Methods for Hierarchical Sparse Coding. Journal of Machine Learning Research, volume 12, pages 2297-2334, 2011. * contributed equally.
- J. Mairal, F. Bach and J. Ponce. Task-Driven Dictionary Learning. to appear in PAMI. 2011. The tech report on arXiv.
- J. Mairal, R. Jenatton, G. Obozinski and F. Bach. Learning Hierarchical and Topographic Dictionaries with Structured Sparsity. In proceeding of the SPIE conference on wavelets and sparsity XIV. 2011.
- F. Couzinie-Devy, J. Mairal, F. Bach and J. Ponce. Dictionary Learning for Deblurring and Digital Zoom. submitted. The tech report on arXiv. 2011.
- F. Bach, R. Jenatton, J. Mairal and G. Obozinski. Convex Optimization with Sparsity-Inducing Norms. In S. Sra, S. Nowozin, S. J. Wright., editors, Optimization for Machine Learning, MIT Press 2011.
- F. Bach, R. Jenatton, J. Mairal and G. Obozinski. Structured Sparsity through Convex Optimization. The tech report on HAL. 2011.
- L. Benoit, J. Mairal, F. Bach, J. Ponce,Sparse Image Representation with Epitomes. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011.
2010
- J. Mairal. Sparse Coding for Machine Learning, Image Processing and Computer Vision. PhD thesis. Ecole Normale Superieure de Cachan. 2010.
- J. Mairal*, R. Jenatton*, G. Obozinski and F. Bach. Network Flow Algorithms for Structured Sparsity.Adv. Neural Information Processing Systems (NIPS). 2010. * contributed equally.
- R. Jenatton*, J. Mairal*, G. Obozinski and F. Bach. Proximal Methods for Sparse Hierarchical Dictionary Learning. International Conference on Machine Learning. 2010.
Appendix * contributed equally
- J. Mairal, F. Bach, J. Ponce and G. Sapiro. Online Learning for Matrix Factorization and Sparse Coding Journal of Machine Learning Research, volume 11. pages 19-60. 2010. The software.
2009
- J. Mairal, F. Bach, J. Ponce, G. Sapiro and A. Zisserman. Non-Local Sparse Models for Image Restoration. International Conference on Computer Vision, Tokyo, Japan, 2009. The software.
- J. Mairal, F. Bach, J. Ponce and G. Sapiro. Online Dictionary Learning for Sparse Coding. International Conference on Machine Learning, Montreal, Canada, 2009. The software.
2008
- J. Mairal, F. Bach, J. Ponce, G. Sapiro and A. Zisserman. Supervised Dictionary Learning. Advances Neural Information Processing Systems, 2008. Vancouver. Canada.
- J. Mairal, G. Sapiro and M. Elad. Learning multiscale sparse representations for image and video restoration. SIAM Multiscale Modeling and Simulation. Vol 7. No 1. April 2008. pages 214-241
- J. Mairal, M. Elad and G. Sapiro. Sparse representation for color image restoration. IEEE Transactions on Image Processing. volume 17, issue 1, January 2008, pages 53-69.
- J. Mairal, M. Leordeanu, F. Bach, M. Hebert and J. Ponce. Discriminative Sparse Image Models for Class-Specific Edge Detection and Image Interpretation. European Conference on Computer Vision, Marseille, France, 2008. Oral presentation: The slides.
- J. Mairal, F. Bach, J. Ponce, G. Sapiro and A. Zisserman. Discriminative Learned Dictionaries for Local Image Analysis. IEEE Conference on Computer Vision and Pattern Recognition, Anchorage, Alaska, USA, 2008.
- J. Mairal, M. Elad, and G. Sapiro. Sparse Learned Representations for Image Restoration. 4th World conference of the IASC (International Association for Statistical Computing), December 5-8, 2008, Yokohama, Japan, invited paper.
- F. Bach, J. Mairal, J. Ponce,Convex Sparse Matrix Factorizations. Technical report HAL-00345747, 2008.
2007
- J. Mairal, G. Sapiro and M. Elad. Multiscale sparse image representation with learned dictionaries. In IEEE International Conference on Image Processing, San Antonio, Texas, USA, 2007. Oral presentation: slides
2006
- J. Mairal, R. Keriven, and A. Chariot. Fast and efficient dense variational stereo on GPU. In 3rd International Symposium on 3D Data Processing, Visualization and Transmission, Chapel Hill, USA, 2006. Le poster.
2005
- J. Mairal and R. Keriven. A GPU implementation of variational stereo. Research Report 05-13, CERTIS, November 2005.