Publications

2010

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

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.