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:
Dec. 03, 2019

Filed:

Mar. 29, 2019
Applicant:

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

Inventors:

Pedro Henrique Oliveira Pinheiro, Saint Sulpice, CH;

Ronan Stéfan Collobert, Mountain View, CA (US);

Piotr Dollar, San Mateo, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G06K 9/62 (2006.01); G06N 5/04 (2006.01); G06N 3/04 (2006.01); G06N 20/00 (2019.01); G06K 9/46 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6212 (2013.01); G06K 9/00201 (2013.01); G06K 9/4628 (2013.01); G06K 9/6271 (2013.01); G06N 3/04 (2013.01); G06N 3/0454 (2013.01); G06N 3/084 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

In one embodiment, a plurality of patches of an image are processed using a first-pass of a first deep-learning model to generate object-level information for each of the patches. Each patch includes one or more pixels of the image. Using a second-pass of the first deep-learning model, a respective object proposal is generated for each of the plurality of patches of the image. The second-pass takes as input the first-pass output, and the generated respective object proposals comprise pixel-level information for each of the patches. Using a second deep-learning model, a respective score is computed for each object proposal. The second deep-learning model takes as input the first-pass output, and the object score includes a likelihood that the respective patch of the object proposal contains an entire object.


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