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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.:

US 12585949 B1

PDFFull Text
Date of Patent:
Mar. 24, 2026

Filed:

May. 27, 2022

System and method for designing efficient super resolution deep convolutional neural networks by cascade network training, cascade network trimming, and dilated convolutions

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:

Samsung Electronics Co., Ltd, , KR;

Attorney:

The Farrell Law Firm, P.C.

Primary Examiner:

David R Vincent

Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/045 (2023.01); G06N 3/082 (2023.01); G06N 3/088 (2023.01); G06T 3/4053 (2024.01); G06T 5/70 (2024.01); G06N 3/047 (2023.01); G06N 3/048 (2023.01); G06T 7/13 (2017.01);
U.S. Cl.
CPC ...
G06N 3/082 (2013.01); G06N 3/045 (2023.01); G06N 3/088 (2013.01); G06T 3/4053 (2013.01); G06T 5/70 (2024.01); G06N 3/047 (2023.01); G06N 3/048 (2023.01); 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 a plurality of convolutional layers, and performing cascade training on the trained CNN. The cascade training includes an iterative process of a plurality of stages, in which each stage includes inserting a residual block (ResBlock) and training the CNN with the inserted ResBlock.

Find Patent Forward Citations

Ren, Haoyu. (2026). System and method for designing efficient super resolution deep convolutional neural networks by cascade network training, cascade network trimming, and dilated convolutions (U.S. Patent No. 12585949). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12585949

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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