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Julien Mairal
Julien Mairal
Inria - Univ. Grenoble Alpes
Adresse e-mail validée de inria.fr - Page d'accueil
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Emerging Properties in Self-Supervised Vision Transformers
M Caron, H Touvron, I Misra, H Jégou, J Mairal, P Bojanowski, A Joulin
International Conference on Computer Vision (ICCV), 2021
49432021
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
M Caron, I Misra, J Mairal, P Goyal, P Bojanowski, A Joulin
Adv. Neural Information Processing Systems (NeurIPS), 2020
40042020
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
31252010
Online dictionary learning for sparse coding
J Mairal, F Bach, J Ponce, G Sapiro
International Conference on Machine Learning (ICML), 2009
27652009
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
23152010
Sparse representation for color image restoration
J Mairal, M Elad, G Sapiro
IEEE Transactions on Image Processing 17 (1), 53-69, 2008
21952008
Non-local sparse models for image restoration
J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman
International Conference on Computer Vision (ICCV), 2009
21502009
DINOv2: Learning Robust Visual Features without Supervision
M Oquab, T Darcet, T Moutakanni, H Vo, M Szafraniec, V Khalidov, ...
Transactions on Machine Learning Research (TMLR), 2024
1624*2024
Supervised dictionary learning
J Mairal, F Bach, J Ponce, G Sapiro, A Zisserman
Advances in Neural Information Processing Systems (NIPS), 2008
14592008
Optimization with sparsity-inducing penalties
F Bach, R Jenatton, J Mairal, G Obozinski
Foundation and Trends in Machine Learning 4 (1), 1--106, 2012
13352012
Task-driven dictionary learning
J Mairal, F Bach, J Ponce
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) 34 (4 …, 2012
10452012
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
10022008
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
6392008
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
6072014
A Universal Catalyst for First-Order Optimization
H Lin, J Mairal, Z Harchaoui
Advances in Neural Information Processing Systems (NIPS), 2015
4982015
Convolutional Kernel Networks
J Mairal, P Koniusz, Z Harchaoui, C Schmid
Advances Neural Information Processing Systems (NIPS), 2014
4792014
Proximal methods for sparse hierarchical dictionary learning
R Jenatton, J Mairal, G Obozinski, F Bach
International Conference on Machine Learning (ICML), 2010
4742010
Structured sparsity through convex optimization
F Bach, R Jenatton, J Mairal, G Obozinski
Statistical Science 27 (4), 450--468, 2012
4182012
Convex optimization with sparsity-inducing norms
F Bach, R Jenatton, J Mairal, G Obozinski
Optimization for Machine Learning, 2011
4092011
Proximal methods for hierarchical sparse coding
R Jenatton, J Mairal, G Obozinski, F Bach
Journal of Machine Learning Research (JMLR) 12, 2297-2334, 2011
4072011
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