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. 10, 2020

Filed:

Oct. 31, 2018
Applicant:

Adobe Inc., San Jose, CA (US);

Inventors:

Mausoom Sarkar, New Delhi, IN;

Hiresh Gupta, Shimla, IN;

Abhishek Sinha, Noida, IN;

Assignee:

Adobe Inc., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/54 (2006.01); G06F 16/58 (2019.01); G06N 3/08 (2006.01); G06F 16/56 (2019.01); G06F 16/583 (2019.01);
U.S. Cl.
CPC ...
G06F 16/58 (2019.01); G06F 16/56 (2019.01); G06F 16/583 (2019.01); G06N 3/08 (2013.01);
Abstract

Digital image search training techniques and machine-learning architectures are described. In one example, a query digital image is received by service provider system, which is then used to select at least one positive sample digital image, e.g., having a same product ID. A plurality of negative sample digital images is also selected by the service provider system based on the query digital image, e.g., having different product IDs. The at least one positive sample digital image and the plurality of negative samples are then aggregated by the service provider system into a single aggregated digital image. At least one neural network is then trained by the service provider system using a loss function based on a feature comparison between the query digital image and samples from the aggregated digital image in a single pass.


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