Online learning for matrix factorization and sparse coding J Mairal, F Bach, J Ponce, G Sapiro Journal of Machine Learning Research (JMLR) 11, 19-60, 2010 | 2729 | 2010 |
Online dictionary learning for sparse coding J Mairal, F Bach, J Ponce, G Sapiro International Conference on Machine Learning (ICML), 2009 | 2222 | 2009 |
Sparse representation for computer vision and pattern recognition J Wright, Y Ma, J Mairal, G Sapiro, TS Huang, S Yan Proceedings of the IEEE 98 (6), 1031-1044, 2010 | 1983 | 2010 |
Sparse representation for color image restoration J Mairal, M Elad, G Sapiro IEEE Transactions on Image Processing 17 (1), 53-69, 2008 | 1868 | 2008 |
Non-local sparse models for image restoration J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman International Conference on Computer Vision (ICCV), 2009 | 1690 | 2009 |
Supervised dictionary learning J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman Advances in Neural Information Processing Systems (NIPS), 2008 | 1301 | 2008 |
Optimization with sparsity-inducing penalties F Bach, R Jenatton, J Mairal, G Obozinski Foundation and Trends in Machine Learning 4 (1), 1--106, 2012 | 1025 | 2012 |
Discriminative learned dictionaries for local image analysis J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2008 | 949 | 2008 |
Task-driven dictionary learning J Mairal, F Bach, J Ponce IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 34 (4 …, 2012 | 904 | 2012 |
Learning Multiscale Sparse Representations for Image and Video Restoration J Mairal, G Sapiro, M Elad SIAM Multiscale Modeling and Simulation 7 (1), 214--241, 2008 | 591 | 2008 |
Sparse Modeling for Image and Vision Processing J Mairal, F Bach, J Ponce Foundations and Trends® in Computer Graphics and Vision 8 (2-3), 85-283, 2014 | 482 | 2014 |
Proximal methods for sparse hierarchical dictionary learning R Jenatton, J Mairal, G Obozinski, F Bach International Conference on Machine Learning (ICML), 2010 | 448 | 2010 |
Convex optimization with sparsity-inducing norms F Bach, R Jenatton, J Mairal, G Obozinski Optimization for Machine Learning, 2011 | 376 | 2011 |
A Universal Catalyst for First-Order Optimization H Lin, J Mairal, Z Harchaoui Advances in Neural Information Processing Systems (NIPS), 2015 | 369 | 2015 |
Convolutional Kernel Networks J Mairal, P Koniusz, Z Harchaoui, C Schmid Advances Neural Information Processing Systems (NIPS), 2014 | 362 | 2014 |
Proximal methods for hierarchical sparse coding R Jenatton, J Mairal, G Obozinski, F Bach Journal of Machine Learning Research (JMLR) 12, 2297-2334, 2011 | 362 | 2011 |
Structured sparsity through convex optimization F Bach, R Jenatton, J Mairal, G Obozinski Statistical Science 27 (4), 450--468, 2012 | 334 | 2012 |
Discriminative sparse image models for class-specific edge detection and image interpretation J Mairal, M Leordeanu, F Bach, M Hebert, J Ponce Proceedings of the European Conference on Computer Vision (ECCV), 2008 | 265 | 2008 |
Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning J Mairal SIAM Journal on Optimization 25 (2), 829--855, 2015 | 263 | 2015 |
On Learning to Localize Objects with Minimal Supervision HO Song, R Girshick, S Jegelka, J Mairal, Z Harchaoui, T Darrell International Conference on Machine Learing (ICML), 2014 | 247 | 2014 |