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:
Jan. 31, 2023
Filed:
Jun. 05, 2020
Applicant:
Ambarella International Lp, Santa Clara, CA (US);
Inventor:
Malhar Palkar, Cupertino, CA (US);
Assignee:
Ambarella International LP, Ambarella, CA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06F 17/18 (2006.01); G06K 9/62 (2022.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 17/18 (2013.01); G06K 9/6296 (2013.01); G06K 9/6298 (2013.01);
Abstract
A method of generating a quantized neural network comprises (i) receiving a pre-trained neural network model and (ii) modifying the pre-trained neural network model to calculate one or more statistics on an output of one or more layers of the pre-trained neural network model based on a current image and set up an output data format for one or more following layers of the pre-trained neural network model for one or more of the current image and a subsequent image dynamically based on the one or more statistics.