Training Image and Text Embedding Models

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United States of America Patent

APP PUB NO 20240330361A1
SERIAL NO

18741082

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Abstract

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Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for training an image embedding model. In one aspect, a method comprises: obtaining training data comprising a plurality of training examples, wherein each training example comprises: an image pair comprising a first image and a second image; and selection data indicating one or more of: (i) a co-click rate of the image pair, and (ii) a similar-image click rate of the image pair; and using the training data to train an image embedding model having a plurality of image embedding model parameters.

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Patent Owner(s)

Patent OwnerAddress
GOOGLE LLC1600 AMPHITHEATRE PARKWAY MOUNTAIN VIEW CA 94043

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Chen, Yi-Ting Cupertino, US 132 707
Duerig, Thomas J Mountain View, US 20 130
Gao, Yaxi Sunnyvale, US 10 24
Juan, Da-Cheng Sunnyvale, US 5 9
Li, Zhen Sunnyvale, US 370 1800
Lu, Chun-Ta Sunnyvale, US 7 11
Peng, Futang San Jose, US 8 35
Ravi, Sujith Santa Clara, US 39 908
Timofeev, Aleksei Mountain View, US 9 29
Tomkins, Andrew Menlo Park, US 135 2979

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