4 code implementations • ICLR 2021 • Angela Fan, Pierre Stock, Benjamin Graham, Edouard Grave, Remi Gribonval, Herve Jegou, Armand Joulin
A standard solution is to train networks with Quantization Aware Training, where the weights are quantized during training and the gradients approximated with the Straight-Through Estimator.
2 code implementations • 2 Jul 2019 • Sainbayar Sukhbaatar, Edouard Grave, Guillaume Lample, Herve Jegou, Armand Joulin
More precisely, we augment the self-attention layers with persistent memory vectors that play a similar role as the feed-forward layer.
Ranked #5 on Language Modelling on Text8
4 code implementations • EMNLP 2018 • Armand Joulin, Piotr Bojanowski, Tomas Mikolov, Herve Jegou, Edouard Grave
Continuous word representations learned separately on distinct languages can be aligned so that their words become comparable in a common space.
no code implementations • CVPR 2015 • Miaojing Shi, Yannis Avrithis, Herve Jegou
Then, we show the interest of using this strategy in an asymmetrical manner, with only the database features being aggregated but not those of the query.
no code implementations • 13 Apr 2015 • Filip Radenovic, Herve Jegou, Ondrej Chum
This paper addresses the construction of a short-vector (128D) image representation for large-scale image and particular object retrieval.
no code implementations • CVPR 2014 • Herve Jegou, Andrew Zisserman
We consider the design of a single vector representation for an image that embeds and aggregates a set of local patch descriptors such as SIFT.
no code implementations • CVPR 2014 • Mihir Jain, Jan van Gemert, Herve Jegou, Patrick Bouthemy, Cees G. M. Snoek
Our approach significantly outperforms the state-of-the-art on both datasets, while restricting the search of actions to a fraction of possible bounding box sequences.
no code implementations • CVPR 2013 • Jerome Revaud, Matthijs Douze, Cordelia Schmid, Herve Jegou
Furthermore, we extend product quantization to complex vectors in order to compress our descriptors, and to compare them in the compressed domain.
no code implementations • CVPR 2013 • Mihir Jain, Herve Jegou, Patrick Bouthemy
Several recent works on action recognition have attested the importance of explicitly integrating motion characteristics in the video description.