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:
May. 19, 2026

Filed:

Jan. 20, 2023
Applicant:

Korea University Research and Business Foundation, Seoul, KR;

Inventors:

Jongsun Park, Seoul, KR;

Sung Hyun Choi, Seoul, KR;

Dongwoo Lew, Seoul, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/049 (2023.01); G06V 10/774 (2022.01);
U.S. Cl.
CPC ...
G06N 3/049 (2013.01); G06V 10/774 (2022.01);
Abstract

Disclosed are a method for accelerating supervised training of a spiking neural network. The method includes measuring first and second membrane potentials for each time step during a training process, extracting distribution data of the first and second membrane potentials based on the first and second membrane potentials for the each time step, calculating a threshold value to be used in a subsequent training process based on the distribution data of the first and second membrane potentials, classifying images having no training contribution based on the threshold value calculated in a previous training process, and terminating the training at the time step based on determining that the image does not have the training contribution when a difference between the first and second membrane potentials in the time step is greater than the threshold value.


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