The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
May. 11, 2021

Filed:

Jun. 13, 2019
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Ilya Levner, Woodinville, WA (US);

Konstantinos Boulis, Redmond, WA (US);

Gurbinder Gill, Seattle, WA (US);

Canku Calargun, Redmond, WA (US);

Prajwal Yadapadithaya, Seattle, WA (US);

Venkata Krishnan Ramamoorthy, Redmond, WA (US);

Zhaoqing Ma, Sammamish, WA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2006.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06K 9/68 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6276 (2013.01); G06K 9/6218 (2013.01); G06K 9/6259 (2013.01); G06K 9/6807 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01);
Abstract

Categorizing images may include training a first neural network to cluster a plurality of images to obtain a first image embedding space, wherein a vector representation is determined for each of the plurality of images based on the training, determining a vector norm value corresponding to each of the plurality of images based on the vector representation for each of the plurality of images, and identifying a first subset of the images for which a corresponding vector norm value satisfies a predetermined vector norm quality threshold. Then, a second neural network may be trained using the first subset of images to obtain a second image embedding space, and the second image embedding space may be used to categorize additional images.


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