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Training Vision Transformers for Image Retrieval

Feb 10, 2021
Alaaeldin El-Nouby, Natalia Neverova, Ivan Laptev, Hervé Jégou


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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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Radioactive data: tracing through training

Feb 03, 2020
Alexandre Sablayrolles, Matthijs Douze, Cordelia Schmid, Hervé Jégou


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White-box vs Black-box: Bayes Optimal Strategies for Membership Inference

Aug 29, 2019
Alexandre Sablayrolles, Matthijs Douze, Yann Ollivier, Cordelia Schmid, Hervé Jégou


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And the Bit Goes Down: Revisiting the Quantization of Neural Networks

Jul 29, 2019
Pierre Stock, Armand Joulin, Rémi Gribonval, Benjamin Graham, 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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Large Memory Layers with Product Keys

Jul 10, 2019
Guillaume Lample, Alexandre Sablayrolles, Marc'Aurelio Ranzato, Ludovic Denoyer, Hervé Jégou


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Billion-scale semi-supervised learning for image classification

May 02, 2019
I. Zeki Yalniz, Hervé Jégou, Kan Chen, Manohar Paluri, Dhruv Mahajan


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MultiGrain: a unified image embedding for classes and instances

Apr 03, 2019
Maxim Berman, Hervé Jégou, Andrea Vedaldi, Iasonas Kokkinos, Matthijs Douze


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Equi-normalization of Neural Networks

Feb 27, 2019
Pierre Stock, Benjamin Graham, Rémi Gribonval, Hervé Jégou

* ICLR 2019 camera-ready 

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Understanding and Improving Kernel Local Descriptors

Nov 27, 2018
Arun Mukundan, Giorgos Tolias, Andrei Bursuc, Hervé Jégou, Ondřej Chum


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Déjà Vu: an empirical evaluation of the memorization properties of ConvNets

Sep 17, 2018
Alexandre Sablayrolles, Matthijs Douze, Cordelia Schmid, Hervé Jégou


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Low-shot learning with large-scale diffusion

Jun 15, 2018
Matthijs Douze, Arthur Szlam, Bharath Hariharan, Hervé Jégou


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A neural network catalyzer for multi-dimensional similarity search

Jun 08, 2018
Alexandre Sablayrolles, Matthijs Douze, Cordelia Schmid, Hervé Jégou


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Link and code: Fast indexing with graphs and compact regression codes

Apr 27, 2018
Matthijs Douze, Alexandre Sablayrolles, Hervé Jégou


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Word Translation Without Parallel Data

Jan 30, 2018
Alexis Conneau, Guillaume Lample, Marc'Aurelio Ranzato, Ludovic Denoyer, Hervé Jégou

* ICLR 2018 

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How should we evaluate supervised hashing?

Aug 10, 2017
Alexandre Sablayrolles, Matthijs Douze, Hervé Jégou, Nicolas Usunier


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An evaluation of large-scale methods for image instance and class discovery

Aug 09, 2017
Matthijs Douze, Hervé Jégou, Jeff Johnson

* Published at ACM Multimedia workshop 

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Efficient softmax approximation for GPUs

Jun 19, 2017
Edouard Grave, Armand Joulin, Moustapha Cissé, David Grangier, Hervé Jégou

* Accepted to ICML 2017 

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Memory vectors for similarity search in high-dimensional spaces

Mar 01, 2017
Ahmet Iscen, Teddy Furon, Vincent Gripon, Michael Rabbat, Hervé Jégou

* Accepted to IEEE Transactions on Big Data 

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