1.1k citations · 3.1k across the 34 of their papers we have counts for
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An evaluation of large-scale methods for image instance and class discovery
Matthijs Douze, Hervé Jégou, Jeff Johnson
This paper aims at discovering meaningful subsets of related images from large image collections without annotations. We search groups of images related at different levels of sema…
Low-shot learning with large-scale diffusion
Matthijs Douze, Arthur Szlam, Bharath Hariharan +1
This paper considers the problem of inferring image labels from images when only a few annotated examples are available at training time. This setup is often referred to as low-sho…
Billion-scale similarity search with GPUs
Jeff Johnson, Matthijs Douze, Hervé Jégou
Similarity search finds application in specialized database systems handling complex data such as images or videos, which are typically represented by high-dimensional features and…