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. 03, 2021

Filed:

Jul. 27, 2018
Applicant:

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

Inventors:

Quanfu Fan, Somerville, MA (US);

Richard Chen, Mount Kisco, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/32 (2006.01); G06N 3/08 (2006.01); G06T 1/00 (2006.01); G06N 7/00 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06K 9/3241 (2013.01); G06N 3/08 (2013.01); G06N 7/00 (2013.01); G06N 20/00 (2019.01); G06T 1/0014 (2013.01);
Abstract

An image data is convolved with one or more kernels and corresponding one or more feature maps generated. Region of interest maps are extracted from the one or more feature maps, and pooled based on one or more features selected as selective features. Pooling generates a feature vector with dimensionality less than a dimensionality associated with the one or more feature maps. The feature vector is flattened and input as a layer in a neural network. The neural network outputs a classification associated with an object in the image data.


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