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:
May. 19, 2026
Filed:
Oct. 06, 2022
Samsung Electronics Co., Ltd., Suwon-si, KR;
Tejpratap Venkata Subbu Lakshmi Gollanapalli, Karnataka, IN;
Arun Abraham, Karnataka, IN;
Raja Kumar, Karnataka, IN;
Pradeep Nelahonne Shivamurthappa, Karnataka, IN;
Vikram Nelvoy Rajendiran, Karnataka, IN;
Prasen Kumar Sharma, Karnataka, IN;
Samsung Electronics Co., Ltd., Suwon-si, KR;
Abstract
Various embodiments of the disclosure disclose a method for quantizing a Deep Neural Network (DNN) model in an electronic device. The method includes: estimating, by the electronic device, an activation range of each layer of the DNN model using self-generated data (e.g. retro image, audio, video, etc.) and/or a sensitive index of each layer of the DNN model; quantizing, by the electronic device, the DNN model based on the activation range and/or the sensitive index; and allocating, by the electronic device, a dynamic bit precision for each channel of each layer of the DNN model to quantize the DNN model.
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