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.:
Date of Patent:
Mar. 03, 2026
Filed:
Mar. 04, 2021
Applicant:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Inventors:
Gunhee Kim, Seoul, KR;
Seungwon Lee, Hwaseong-si, KR;
Assignee:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/063 (2023.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/04 (2013.01);
Abstract
A method of quantizing parameters of a neural network includes acquiring a parameter of a floating-point format used in a process of inferring by the neural network, quantizing, based on statistics of a weight included in the parameter, the weight into a fixed-point format, determining, based on statistics of an activation of one or more layers configuring the neural network included in the parameter, a dynamic range of the activation, and quantizing, based on statistics of input data of the neural network, the input data into a fixed-point format.