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 | 3587 | 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 | 3360 | 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 | 2899 | 2018 |
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 | 580* | 2022 |
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 | 393 | 2021 |
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 | 361 | 2021 |
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 | 305 | 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 | 246 | 2021 |
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 | 233 | 2023 |
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 | 204 | 2022 |
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 | 132 | 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 | 88 | 2022 |
Vissl P Goyal, Q Duval, J Reizenstein, M Leavitt, M Xu, B Lefaudeux, M Singh, ... https://github.com/facebookresearch/vissl, 2021 | 75 | 2021 |
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 | 45 | 2023 |
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 | 29 | 2023 |
Pruning convolutional neural networks with self-supervision M Caron, A Morcos, P Bojanowski, J Mairal, A Joulin arXiv preprint arXiv:2001.03554, 2020 | 16 | 2020 |
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 | 15 | 2024 |
Location-Aware Self-Supervised Transformers for Semantic Segmentation M Caron, N Houlsby, C Schmid Winter Conference on Applications of Computer Vision (WACV), 2023 | 11 | 2023 |
Retrieval-Enhanced Contrastive Vision-Text Models A Iscen, M Caron, A Fathi, C Schmid International Conference on Learning Representations (ICLR), 2024 | 6 | 2024 |
Guided Diffusion from Self-Supervised Diffusion Features VT Hu, Y Chen, M Caron, YM Asano, CGM Snoek, B Ommer arXiv preprint arXiv:2312.08825, 2023 | 5 | 2023 |