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Mathilde Caron
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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
Proceedings of the International Conference on Computer Vision (ICCV), 2021
42192021
Unsupervised learning of visual features by contrasting cluster assignments
M Caron, I Misra, J Mairal, P Goyal, P Bojanowski, A Joulin
Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2020
36582020
Deep clustering for unsupervised learning of visual features
M Caron, P Bojanowski, A Joulin, M Douze
Proceedings of the European conference on computer vision (ECCV), 2018
30672018
Resmlp: Feedforward networks for image classification with data-efficient training
H Touvron, P Bojanowski, M Caron, M Cord, A El-Nouby, E Grave, ...
Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
653*2022
Towards unsupervised dense information retrieval with contrastive learning
G Izacard, M Caron, L Hosseini, S Riedel, P Bojanowski, A Joulin, ...
arXiv preprint arXiv:2112.09118 2 (3), 2021
4592021
Xcit: Cross-covariance image transformers
A Ali, H Touvron, M Caron, P Bojanowski, M Douze, A Joulin, I Laptev, ...
Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2021
4462021
Scaling vision transformers to 22 billion parameters
M Dehghani, J Djolonga, B Mustafa, P Padlewski, J Heek, J Gilmer, ...
International Conference on Machine Learning (ICML), 2023
3202023
Unsupervised Pre-Training of Image Features on Non-Curated Data
M Caron, P Bojanowski, J Mairal, A Joulin
Proceedings of the International Conference on Computer Vision (ICCV), 2019
3172019
Self-supervised pretraining of visual features in the wild
P Goyal, M Caron, B Lefaudeux, M Xu, P Wang, V Pai, M Singh, ...
arXiv preprint arXiv:2103.01988, 2021
2602021
Masked siamese networks for label-efficient learning
M Assran, M Caron, I Misra, P Bojanowski, F Bordes, P Vincent, A Joulin, ...
Proceedings of the European conference on computer vision (ECCV), 2022
2312022
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples
M Assran, M Caron, I Misra, P Bojanowski, A Joulin, N Ballas, M Rabbat
Proceedings of the International Conference on Computer Vision (ICCV), 2021
1472021
Vision models are more robust and fair when pretrained on uncurated images without supervision
P Goyal, Q Duval, I Seessel, M Caron, I Misra, L Sagun, A Joulin, ...
arXiv preprint arXiv:2202.08360, 2022
1002022
Vissl
P Goyal, Q Duval, J Reizenstein, M Leavitt, M Xu, B Lefaudeux, M Singh, ...
https://github.com/facebookresearch/vissl, 2021
802021
Flexivit: One model for all patch sizes
L Beyer, P Izmailov, A Kolesnikov, M Caron, S Kornblith, X Zhai, ...
Conference on Computer Vision and Pattern Recognition (CVPR), 2023
612023
Verbs in Action: Improving verb understanding in video-language models
L Momeni, M Caron, A Nagrani, A Zisserman, C Schmid
Proceedings of the International Conference on Computer Vision (ICCV), 2023
392023
Patch n’pack: Navit, a vision transformer for any aspect ratio and resolution
M Dehghani, B Mustafa, J Djolonga, J Heek, M Minderer, M Caron, ...
Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2024
252024
Pruning convolutional neural networks with self-supervision
M Caron, A Morcos, P Bojanowski, J Mairal, A Joulin
arXiv preprint arXiv:2001.03554, 2020
172020
Retrieval-Enhanced Contrastive Vision-Text Models
A Iscen, M Caron, A Fathi, C Schmid
International Conference on Learning Representations (ICLR), 2024
122024
Location-Aware Self-Supervised Transformers for Semantic Segmentation
M Caron, N Houlsby, C Schmid
Winter Conference on Applications of Computer Vision (WACV), 2023
122023
Unbiased single-cell morphology with self-supervised vision transformers
M Doron, T Moutakanni, ZS Chen, N Moshkov, M Caron, H Touvron, ...
bioRxiv, 2023
62023
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Articles 1–20