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:
Apr. 14, 2025

Filed:

Nov. 10, 2020
Applicant:

Postech Research and Business Development Foundation, Pohang-si, KR;

Inventors:

Seung Yong Lee, Pohang-si, KR;

Sung Hyun Cho, Pohang-si, KR;

Hyeong Seok Son, Pohang-si, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2021.12); G06N 3/045 (2022.12); G06N 3/0455 (2022.12); G06N 3/0464 (2022.12); G06N 3/0475 (2022.12); G06N 3/08 (2022.12); G06N 3/088 (2022.12); G06T 3/4046 (2023.12); G06T 5/00 (2005.12); G06T 5/50 (2005.12); G06T 5/60 (2023.12); G06T 5/90 (2023.12); G06V 10/44 (2021.12); G06V 10/778 (2021.12); G06V 10/82 (2021.12); G06V 10/98 (2021.12); G06N 3/09 (2022.12);
U.S. Cl.
CPC ...
G06T 5/00 (2012.12); G06N 3/045 (2022.12); G06N 3/0455 (2022.12); G06N 3/0464 (2022.12); G06N 3/0475 (2022.12); G06N 3/08 (2012.12); G06N 3/088 (2012.12); G06T 3/4046 (2012.12); G06T 5/50 (2012.12); G06T 5/60 (2023.12); G06T 5/90 (2023.12); G06V 10/454 (2021.12); G06V 10/7796 (2021.12); G06V 10/82 (2021.12); G06V 10/993 (2021.12); G06N 3/09 (2022.12); G06T 2207/20081 (2012.12); G06T 2207/20084 (2012.12);
Abstract

An image processing method and apparatus based on machine learning are disclosed. The image processing method based on machine learning, according to the present invention, may comprise the steps of: generating a first corrected image by inputting an input image to a first convolution neural network; generating an intermediate image on the basis of the input image; performing machine learning on a first loss function of the first convolution neural network on the basis of the first corrected image and the intermediate image; and performing machine learning on a second loss function of the first convolution neural network on the basis of the first corrected image and a natural image.


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Lee, Seung. (2025). Image processing method and apparatus based on machine learning (U.S. Patent No. 12277676). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12277676

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