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:
Oct. 29, 2024
Filed:
Sep. 23, 2020
Qualcomm Incorporated, San Diego, CA (US);
Yadong Lu, Irvine, CA (US);
Ying Wang, San Diego, CA (US);
Tijmen Pieter Frederik Blankevoort, Amsterdam, NL;
Christos Louizos, Amsterdam, NL;
Matthias Reisser, Weesp, NL;
Jilei Hou, San Diego, CA (US);
QUALCOMM Incorporated, San Diego, CA (US);
Abstract
A method for compressing a deep neural network includes determining a pruning ratio for a channel and a mixed-precision quantization bit-width based on an operational budget of a device implementing the deep neural network. The method further includes quantizing a weight parameter of the deep neural network and/or an activation parameter of the deep neural network based on the quantization bit-width. The method also includes pruning the channel of the deep neural network based on the pruning ratio.