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:
Jan. 02, 2024

Filed:

Mar. 26, 2020
Applicants:

Samsung Electronics Co., Ltd., Suwon-si, KR;

Seoul National University R&db Foundation, Seoul, KR;

Inventors:

Donghyun Lee, Seoul, KR;

Euntae Choi, Seoul, KR;

Kyungmi Lee, Cambridge, MA (US);

Kiyoung Choi, Seoul, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/088 (2023.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); G06N 3/04 (2013.01);
Abstract

A method of performing a class incremental learning in a neural network apparatus, the method including training an autoencoder using first input embeddings with respect to a first class group, calculating a contribution value of each of parameters of the autoencoder and calculating a representative value with respect to each of at least one first class included in the first class group in the training of the autoencoder, retraining the autoencoder using second input embeddings with respect to a second class group, and updating the contribution value of the each of the parameters and calculating a representative value with respect to each of at least one second class included in the second class group in the retraining the autoencoder.


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