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:
Aug. 30, 2022

Filed:

Oct. 11, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventor:

Omid Bonakdar Sakhi, North York, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); G06N 3/084 (2013.01);
Abstract

A down-sampling operation for a convolutional neural network is provided. The present invention may include dividing received input to form a grid pattern having a set of odd and even numbered rows and columns and extracting data from each cell of the grid pattern to form a set of corresponding inputs. The present invention may include, in response to assigning data extracted from each cell to a corresponding channel, performing down-sampling of the extracted data for a respective channel associated with the input using an inverse of a first factor and increasing a number of the channels by a product of the first factor. The present invention may include adjusting a respective position of the received input by applying a transform to the data down-sampled to create transformed data. The present invention may include sending the transformed data as input to a next layer without addition or loss of data.


Find Patent Forward Citations

Bonakdar Sakhi, Omid. (2022). Down-sampling for convolutional neural networks (U.S. Patent No. 11429867). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/11429867

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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