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:
Sep. 21, 2021
Filed:
Dec. 06, 2019
Applicant:
Capital One Services, Llc, McLean, VA (US);
Inventors:
Assignee:
CAPITAL ONE SERVICES, LLC, McLean, VA (US);
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G06K 9/62 (2006.01); G06K 9/34 (2006.01); G06N 3/04 (2006.01); G06K 9/32 (2006.01); G06K 9/68 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6257 (2013.01); G06K 9/00422 (2013.01); G06K 9/325 (2013.01); G06K 9/344 (2013.01); G06K 9/6807 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01); G06K 2209/01 (2013.01);
Abstract
A method of identifying and recognizing characters using a dual-stage neural network pipeline, the method including: receiving, by a computing device, image data; providing the image data to a first convolutional layer of a convolutional neural network (CNN); applying, using the CNN, pattern recognition to the image data to identify a region of the image data containing text; providing sub-image data comprising the identified region of the image data to a convolutional recurrent neural network (CRNN); and recognizing, using the CRNN, the characters within the sub-image data.