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Hugo Touvron
Hugo Touvron
Facebook AI Research
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Training data-efficient image transformers & distillation through attention
H Touvron, M Cord, M Douze, F Massa, A Sablayrolles, H Jégou
International conference on machine learning, 10347-10357, 2021
28392021
Emerging properties in self-supervised vision transformers
M Caron, H Touvron, I Misra, H Jégou, J Mairal, P Bojanowski, A Joulin
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
14452021
Going deeper with image transformers
H Touvron, M Cord, A Sablayrolles, G Synnaeve, H Jégou
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
4982021
Fixing the train-test resolution discrepancy
H Touvron, A Vedaldi, M Douze, H Jégou
Advances in neural information processing systems 32, 2019
4512019
Convit: Improving vision transformers with soft convolutional inductive biases
S d'Ascoli, H Touvron, M Leavitt, A Morcos, G Biroli, L Sagun
International Conference on Machine Learning, 2021
3752021
LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference
B Graham, A El-Nouby, H Touvron, P Stock, A Joulin, H Jégou, M Douze
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
330*2021
Resmlp: Feedforward networks for image classification with data-efficient training
H Touvron, P Bojanowski, M Caron, M Cord, A El-Nouby, E Grave, ...
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
296*2021
XCiT: Cross-Covariance Image Transformers
A El-Nouby, H Touvron, M Caron, P Bojanowski, M Douze, A Joulin, ...
Advances in Neural Information Processing Systems, 2021
203*2021
Resnet strikes back: An improved training procedure in timm
R Wightman, H Touvron, H Jégou
NeurIPS 2021 Workshop on ImageNet: Past, Present, and Future, 2021
1912021
Are large-scale datasets necessary for self-supervised pre-training?
A El-Nouby, G Izacard, H Touvron, I Laptev, H Jegou, E Grave
arXiv preprint arXiv:2112.10740, 2021
732021
Deit iii: Revenge of the vit
H Touvron, M Cord, H Jégou
Proceedings of the European conference on computer vision (ECCV), 2022
642022
Grafit: Learning fine-grained image representations with coarse labels
H Touvron, A Sablayrolles, M Douze, M Cord, H Jégou
Proceedings of the IEEE/CVF international conference on computer vision, 874-884, 2021
432021
Three things everyone should know about Vision Transformers
H Touvron, M Cord, A El-Nouby, J Verbeek, H Jégou
Proceedings of the European conference on computer vision (ECCV), 2022
18*2022
Augmenting convolutional networks with attention-based aggregation
H Touvron, M Cord, A El-Nouby, P Bojanowski, A Joulin, G Synnaeve, ...
arXiv preprint arXiv:2112.13692, 2021
16*2021
Llama: Open and efficient foundation language models
H Touvron, T Lavril, G Izacard, X Martinet, MA Lachaux, T Lacroix, ...
arXiv preprint arXiv:2302.13971, 2023
13*2023
Fixing the train-test resolution discrepancy: FixEfficientNet
H Touvron, A Vedaldi, M Douze, H Jégou
arXiv preprint arXiv:2003.08237, 2020
102020
Powers of layers for image-to-image translation
H Touvron, M Douze, M Cord, H Jégou
arXiv preprint arXiv:2008.05763, 2020
42020
Co-training Submodels for Visual Recognition
H Touvron, M Cord, M Oquab, P Bojanowski, J Verbeek, H Jégou
arXiv preprint arXiv:2212.04884, 2022
2022
Pitfalls Related To Computer-Aided Diagnosis System Learned From Multiple Databases
H Touvron, S Faisan, F Tilquin, V Noblet
2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019 …, 2019
2019
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Articles 1–19