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:
Nov. 29, 2022

Filed:

Aug. 21, 2017
Applicant:

Nokia Technologies Oy, Espoo, FI;

Inventor:

Jiale Cao, Tianjin, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/50 (2022.01); G06K 9/62 (2022.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06V 10/20 (2022.01); G06V 10/98 (2022.01);
U.S. Cl.
CPC ...
G06V 10/507 (2022.01); G06K 9/6256 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06V 10/20 (2022.01); G06V 10/98 (2022.01);
Abstract

A method for pattern recognition may be provided, comprising: receiving data; processing the data with a trained convolutional neural network so as to recognize a pattern in the data, wherein the convolutional neural network comprises at least: an input layer, at least one convolutional layer, at least one batch normalization layer, at least one activation function layer, and an output layer; and wherein processing the data with a trained convolutional neural network so as to recognize a pattern in the data comprises: processing values outputted by a batch normalization layer so that the histogram of the processed values is flatter than the histogram of the values, and outputting the processed values to an activation function layer. A corresponding apparatus and system for pattern recognition, as well as a computer readable medium, a method for implementing a convolutional neural network and a convolutional neural network are also provided.


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