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 | 6666 | 2021 |
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 | 4643 | 2020 |
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 | 3556 | 2018 |
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 | 875 | 2021 |
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 | 861* | 2022 |
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 | 620 | 2023 |
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 | 433 | 2021 |
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 | 375 | 2022 |
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 | 366 | 2019 |
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 | 300 | 2021 |
Xcit: Cross-covariance image transformers A El-Nouby, H Touvron, M Caron, P Bojanowski, M Douze, A Joulin, ... arXiv preprint arXiv:2106.09681, 2021 | 218 | 2021 |
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 | 185 | 2021 |
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 | 127 | 2022 |
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 | 110 | 2023 |
Vissl P Goyal, Q Duval, J Reizenstein, M Leavitt, M Xu, B Lefaudeux, M Singh, ... https://github.com/facebookresearch/vissl, 2021 | 96 | 2021 |
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 | 91 | 2024 |
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 | 81 | 2023 |
Unbiased single-cell morphology with self-supervised vision transformers M Doron, T Moutakanni, ZS Chen, N Moshkov, M Caron, H Touvron, ... bioRxiv, 2023 | 26 | 2023 |
Retrieval-Enhanced Contrastive Vision-Text Models A Iscen, M Caron, A Fathi, C Schmid International Conference on Learning Representations (ICLR), 2024 | 24 | 2024 |
Self-Supervised Learning for Endoscopic Video Analysis R Hirsch, M Caron, R Cohen, A Livne, R Shapiro, T Golany, ... MICCAI 2023, 2023 | 18 | 2023 |