Open-vocabulary object detection in images

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United States of America Patent

PATENT NO 11928854
APP PUB NO 20230360365A1
SERIAL NO

18144045

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Abstract

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Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for object detection. In one aspect, a method comprises: obtaining: (i) an image, and (ii) a set of one or more query embeddings, wherein each query embedding represents a respective category of object; processing the image and the set of query embeddings using an object detection neural network to generate object detection data for the image, comprising: processing the image using an image encoding subnetwork of the object detection neural network to generate a set of object embeddings; processing each object embedding using a localization subnetwork to generate localization data defining a corresponding region of the image; and processing: (i) the set of object embeddings, and (ii) the set of query embeddings, using a classification subnetwork to generate, for each object embedding, a respective classification score distribution over the set of query embeddings.

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Patent Owner(s)

  • GOOGLE LLC

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Dosovitskiy, Alexey Berlin, DE 11 6
Gritsenko, Alexey Alexeevich Amsterdam, NL 4 1
Houlsby, Neil Matthew Tinmouth Zurich, CH 12 12
Minderer, Matthias Johannes Lorenz Zurich, CH 5 2
Stone, Austin Charles San Francisco, US 8 9
Weissenborn, Dirk Berlin, DE 8 8

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