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:
Jul. 14, 2020

Filed:

Mar. 15, 2018
Applicant:

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

Inventors:

Kaiming He, Menlo Park, CA (US);

Georgia Gkioxari, Oakland, CA (US);

Piotr Dollar, San Mateo, CA (US);

Ross Girshick, Seattle, WA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); G06K 9/32 (2006.01); G06T 7/11 (2017.01);
U.S. Cl.
CPC ...
G06T 7/11 (2017.01); G06K 9/3233 (2013.01); G06N 3/0454 (2013.01); G06T 2207/20081 (2013.01); G06T 2210/12 (2013.01);
Abstract

In one embodiment, a method includes a computing system accessing a training image. The system may generate a feature map for the training image using a first neural network. The system may identify a region of interest in the feature map and generate a regional feature map for the region of interest based on sampling locations defined by a sampling region. The sampling region and the region of interest may correspond to the same region in the feature map. The system may generate an instance segmentation mask associated with the region of interest by processing the regional feature map using a second neural network. The second neural network may be trained using the instance segmentation mask. Once trained, the second neural network is configured to generate instance segmentation masks for object instances depicted in images.


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