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Emerging Properties in Self-Supervised Vision Transformers


May 24, 2021
Mathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou, Julien Mairal, Piotr Bojanowski, Armand Joulin

* 21 pages 

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ResMLP: Feedforward networks for image classification with data-efficient training


May 07, 2021
Hugo Touvron, Piotr Bojanowski, Mathilde Caron, Matthieu Cord, Alaaeldin El-Nouby, Edouard Grave, Armand Joulin, Gabriel Synnaeve, Jakob Verbeek, Hervé Jégou


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Going deeper with Image Transformers


Apr 07, 2021
Hugo Touvron, Matthieu Cord, Alexandre Sablayrolles, Gabriel Synnaeve, Hervé Jégou


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LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference


Apr 02, 2021
Ben Graham, Alaaeldin El-Nouby, Hugo Touvron, Pierre Stock, Armand Joulin, Hervé Jégou, Matthijs Douze


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ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases


Mar 19, 2021
Stéphane d'Ascoli, Hugo Touvron, Matthew Leavitt, Ari Morcos, Giulio Biroli, Levent Sagun


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Training data-efficient image transformers & distillation through attention


Jan 15, 2021
Hugo Touvron, Matthieu Cord, Matthijs Douze, Francisco Massa, Alexandre Sablayrolles, Hervé Jégou


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Grafit: Learning fine-grained image representations with coarse labels


Nov 25, 2020
Hugo Touvron, Alexandre Sablayrolles, Matthijs Douze, Matthieu Cord, Hervé Jégou


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Powers of layers for image-to-image translation


Aug 13, 2020
Hugo Touvron, Matthijs Douze, Matthieu Cord, Hervé Jégou


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Fixing the train-test resolution discrepancy: FixEfficientNet


Apr 20, 2020
Hugo Touvron, Andrea Vedaldi, Matthijs Douze, Hervé Jégou


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Fixing the train-test resolution discrepancy


Jul 19, 2019
Hugo Touvron, Andrea Vedaldi, Matthijs Douze, Hervé Jégou


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