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.
Patent No.:
Date of Patent:
Jun. 07, 2022
Filed:
Sep. 21, 2018
Applicant:
Samsung Electronics Co., Ltd., Gyeonggi-do, KR;
Inventors:
Haoyu Ren, San Diego, CA (US);
Mostafa El-Khamy, San Diego, CA (US);
Jungwon Lee, San Diego, CA (US);
Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06T 5/00 (2006.01); G06T 3/40 (2006.01); G06N 3/04 (2006.01); G06T 7/13 (2017.01);
U.S. Cl.
CPC ...
G06N 3/082 (2013.01); G06N 3/0454 (2013.01); G06N 3/088 (2013.01); G06T 3/4053 (2013.01); G06T 5/002 (2013.01); G06N 3/0472 (2013.01); G06N 3/0481 (2013.01); G06T 7/13 (2017.01);
Abstract
Apparatuses and methods of manufacturing same, systems, and methods are described. In one aspect, a method includes generating a convolutional neural network (CNN) by training a CNN having three or more convolutional layers, and performing cascade training on the trained CNN. The cascade training includes an iterative process of one or more stages, in which each stage includes inserting a residual block (ResBlock) including at least two additional convolutional layers and training the CNN with the inserted ResBlock.