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:
Nov. 12, 2024

Filed:

Nov. 15, 2021
Applicant:

Amazon Technologies, Inc., Reno, NV (US);

Inventors:

Tarik Arici, New York, NY (US);

Mehmet Saygin Seyfioglu, Seattle, WA (US);

Ismail Baha Tutar, Seattle, WA (US);

Tal Neiman, Brooklyn, NY (US);

Assignee:

AMAZON TECHNOLOGIES, INC., Reno, NV (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 18/214 (2023.01); G06F 18/25 (2023.01); G06F 40/30 (2020.01); G06T 9/00 (2006.01); G06V 30/262 (2022.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2148 (2023.01); G06F 18/251 (2023.01); G06F 40/30 (2020.01); G06T 9/002 (2013.01); G06V 30/262 (2022.01); G06N 3/08 (2013.01);
Abstract

Systems and methods for improving training processes for image and text applications are described. A first set of embeddings may be generated based on a text input, and a second set of embeddings may be generated via a convolutional neural network (CNN), based on an input image. The first set of embeddings and the second set of embeddings may be utilized to generate a third set of embeddings including one or more placeholder values to be replaced. The placeholder values may be replaced based on predicted values, to reconstruct the input text and image.


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