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. 13, 2019

Filed:

Apr. 04, 2017
Applicant:

Samsung Electronics Co., Ltd., Gyeonggi-do, KR;

Inventors:

Arvind Yedla, La Jolla, CA (US);

Marcel Nassar, San Diego, CA (US);

Mostafa El-Khamy, San Diego, CA (US);

Jungwon Lee, San Diego, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 7/11 (2017.01); G06T 7/194 (2017.01); G06N 3/04 (2006.01); G06K 9/00 (2006.01); G06K 9/32 (2006.01); G06K 9/46 (2006.01); G06K 9/62 (2006.01);
U.S. Cl.
CPC ...
G06T 7/11 (2017.01); G06K 9/00369 (2013.01); G06K 9/3241 (2013.01); G06K 9/4628 (2013.01); G06K 9/627 (2013.01); G06N 3/0454 (2013.01); G06T 7/194 (2017.01);
Abstract

Apparatuses and methods of manufacturing same, systems, and methods for object detection using a region-based deep learning model are described. In one aspect, a method is provided, in which a region proposal network (RPN) is used to identify regions of interest (RoI) in an image by assigning a confidence levels, the assigned confidence levels of the RoIs are used to boost the background score assigned by the downstream classifier to each RoI, and the background scores are used in a softmax function to calculate the final class probabilities for each object class.


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