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:
Sep. 28, 2021

Filed:

Aug. 01, 2018
Applicant:

Facebook, Inc., Menlo Park, CA (US);

Inventors:

Elizabeth Patton Boles, San Francisco, CA (US);

Yining Wu, Sunnyvale, CA (US);

Cassidy Jake Beeve-Morris, San Francisco, CA (US);

Chin Lung Fong, Foster City, CA (US);

Assignee:

Facebook, Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/00 (2012.01); G06F 16/2457 (2019.01); G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06Q 30/08 (2012.01); H04N 1/60 (2006.01); H04N 5/232 (2006.01);
U.S. Cl.
CPC ...
G06F 16/24578 (2019.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06Q 30/08 (2013.01); H04N 1/6027 (2013.01); H04N 5/23238 (2013.01);
Abstract

An online system identifies a candidate content item eligible for presentation to a viewing user of the online system, in which the candidate content item includes media (e.g., an image, a video, etc.). The online system identifies one or more media attributes for the media, such as color saturation, tone, brightness, sharpness, contrast, etc. The online system also predicts a value of a performance metric for the candidate content item that indicates a likelihood of user engagement with the candidate content item by the viewing user. For each modification that may be made to a media attribute, the online system predicts a change to the value of the performance metric. Based on the predicted change, the online system determines an optimal set of media attributes associated with a maximum predicted value of the performance metric. The online system modifies the media based on the optimal set of media attributes.


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