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:
Aug. 19, 2025

Filed:

Feb. 17, 2022
Applicant:

T-mobile Usa, Inc., Bellevue, WA (US);

Inventors:

Tor Fredericks, Bellevue, WA (US);

Dong Chen, Lansing, MI (US);

Assignee:

T-Mobile USA, Inc., Bellevue, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06F 3/041 (2006.01); G06F 3/0481 (2022.01); G06F 3/0484 (2022.01); G06N 5/022 (2023.01); G06V 20/50 (2022.01); G06V 20/62 (2022.01); G06V 30/19 (2022.01);
U.S. Cl.
CPC ...
G06F 3/0484 (2013.01); G06F 3/0481 (2013.01); G06N 5/022 (2013.01); G06V 20/50 (2022.01); G06V 20/63 (2022.01); G06V 30/19 (2022.01);
Abstract

Described herein are techniques that may be used to automate testing of services on mobile devices using visual analysis. In some embodiments, a behavioral model or other machine learning model is trained using training data collected while testers use mobile devices to test the services. During execution of a testing routine on a mobile device, screenshots are obtained of a screen of the mobile device and provided to the machine learning model. The behavioral model or other machine learning model can use the provided screenshot to determine an action that simulates a user action (e.g., a user touch on the screen of the mobile device) at a location of an icon or other visual element associated with the testing routine. These steps are repeated until an end-state of the testing routine is detected.


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