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:
Jun. 06, 2023

Filed:

Jan. 11, 2021
Applicant:

Industry-academic Cooperation Foundation, Yonsei University, Seoul, KR;

Inventors:

Sang Youn Lee, Seoul, KR;

Tae Oh Kim, Seoul, KR;

Han Bin Son, Seoul, KR;

Hyeong Min Lee, Seoul, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 9/00 (2006.01); G06T 3/40 (2006.01); G06N 20/20 (2019.01); G06N 3/084 (2023.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06T 9/002 (2013.01); G06N 3/045 (2023.01); G06N 3/084 (2013.01); G06N 20/20 (2019.01); G06T 3/4046 (2013.01);
Abstract

An image compression apparatus includes: an image acquisition unit configured to acquire a raw data image; a pre-processing network configured to receive the raw data image and pre-process the raw data image according to a pattern estimation method learned beforehand; and an encoder unit configured to receive the pre-processed image and compress the pre-processed image according to a pre-designated standard compression technique to output a compressed image. The pre-processing network, which can be added during learning and can be implemented as an artificial neural network, can have learned beforehand by way of a backpropagation of a restoration error through a codec modeling unit that has learned beforehand to simulate a standard codec unit, where the restoration error can be obtained by comparing a restored image obtained based on a simulated decoded image with the raw data image.


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