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基于深度学习框架的银行卡识别系统的设计

闫琳英

现代信息科技2024,Vol.8Issue(9):83-86,4.
现代信息科技2024,Vol.8Issue(9):83-86,4.DOI:10.19850/j.cnki.2096-4706.2024.09.017

基于深度学习框架的银行卡识别系统的设计

Design of Bank Card Recognition System Based on Deep Learning Framework

闫琳英1

作者信息

  • 1. 西安培华学院,陕西 西安 710125
  • 折叠

摘要

Abstract

To reduce errors in manually inputting bank card number and raise working efficiency,this paper designs a bank card number automatic recognition system based on Deep Learning technology and image processing methods.The system firstly preprocesses the bank card image by using image processing methods,locates the position of the card number line,and uses the mainstream Deep Learning framework of TensorFlow to construct a deep Convolutional Neural Networks model for extracting and recognizing bank card characters.Finally,it uses PyQt5 to build a GUI interface to achieve visual output of the bank card number.This paper improves the robustness and generalization ability of the recognition model by incorporating Dropout technology.The experiment shows that the designed system can effectively recognize bank card number.

关键词

深度学习/银行卡识别系统/字符识别/PyQt5

Key words

Deep Learning/bank card recognition system/character recognition/PyQt5

分类

信息技术与安全科学

引用本文复制引用

闫琳英..基于深度学习框架的银行卡识别系统的设计[J].现代信息科技,2024,8(9):83-86,4.

基金项目

2022年度陕西省"十四五"教育科学规划课题(SGH22Y1823) (SGH22Y1823)

现代信息科技

2096-4706

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