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. 29, 2022

Filed:

Apr. 27, 2020
Applicant:

Automation Anywhere, Inc., San Jose, CA (US);

Inventors:

Sudhir Kumar Singh, Dublin, CA (US);

Jesse Truscott, Petaluma, CA (US);

Virinchipuram J Anand, San Ramon, CA (US);

Assignee:

Automation Anywhere, Inc., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 3/04845 (2022.01); G06F 3/0482 (2013.01); G06F 17/18 (2006.01); G06N 20/00 (2019.01); G06T 11/60 (2006.01);
U.S. Cl.
CPC ...
G06F 3/04845 (2013.01); G06F 3/0482 (2013.01); G06F 17/18 (2013.01); G06N 20/00 (2019.01); G06T 11/60 (2013.01); G06T 2210/12 (2013.01);
Abstract

A User Interface (UI) interface object detection system employs an initial dataset comprising a set of images, that may include synthesized images, to train a Machine Learning (ML) engine to generate an initial trained model. A data point generator is employed to generate an updated synthesized image set which is used to further train the ML engine. The data point generator may employ images generated by an application program as a reference by which to generate the updated synthesized image set. The images generated by the application program may be tagged in advance. Alternatively, or in addition, the images generated by the application program may be captured dynamically by a user using the application program.


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