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. 15, 2016

Filed:

Dec. 30, 2014
Applicant:

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

Inventors:

Kevin Dechau Tang, Stanford, CA (US);

Lubomir Bourdev, Mountain View, CA (US);

Balamanohar Paluri, Menlo Park, CA (US);

Robert D. Fergus, New York, NY (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G06K 9/66 (2006.01); G06N 3/08 (2006.01); G06K 9/62 (2006.01); G06K 9/46 (2006.01); G06K 9/52 (2006.01);
U.S. Cl.
CPC ...
G06K 9/66 (2013.01); G06K 9/00476 (2013.01); G06K 9/4642 (2013.01); G06K 9/52 (2013.01); G06K 9/6256 (2013.01); G06K 9/6267 (2013.01); G06N 3/08 (2013.01); G06K 2009/4666 (2013.01);
Abstract

Systems, methods, and non-transitory computer-readable media can identify a set of regions corresponding to a geographical area. A collection of training images can be acquired. Each training image in the collection can be associated with one or more respective recognized objects and with a respective region in the set of regions. Histogram metrics for a plurality of object categories within each region in the set of regions can be determined based at least in part on the collection of training images. A neural network can be developed based at least in part on the histogram metrics for the plurality of object categories within each region in the set of regions and on the collection of training images.


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