Search Results for author: Herve Jegou

Found 9 papers, 3 papers with code

Training with Quantization Noise for Extreme Model Compression

3 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.

Image Generation Model Compression

Augmenting Self-attention with Persistent Memory

6 code implementations2 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.

Language Modelling Translation

Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion

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.

Translation Word Translation

Early Burst Detection for Memory-Efficient Image Retrieval

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.

Image Retrieval

Multiple Measurements and Joint Dimensionality Reduction for Large Scale Image Search with Short Vectors - Extended Version

no code implementations13 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.

Dimensionality Reduction Image Retrieval

Action Localization with Tubelets from Motion

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.

Action Localization

Triangulation Embedding and Democratic Aggregation for Image Search

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.

Image Retrieval

Event Retrieval in Large Video Collections with Circulant Temporal Encoding

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.

Copy Detection Frame +1

Better Exploiting Motion for Better Action Recognition

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.

Action Recognition Image Retrieval +1

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