Patent · US Active

Dual stage neural network pipeline systems and methods

US10262235B1 · kind B1 · utility

12Cited by

3References

20Claims

0Family size

Assignee

CAPITAL ONE SERVICES, LLC · US

Inventors

Xi Chen · Annandale, US
Mamadou Diallo · Plainsboro, US
Qiang Xue · Chengdu, CN

Key dates

Filing date	Feb 26, 2018
Grant date	Apr 16, 2019
Priority date	—
Expiry date	Feb 26, 2038

Classification

Technology area (CPC G)Physics
CPC primaryG06V20/625
WIPO fieldComputer technology
WIPO sectorElectrical engineering

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.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.