Giter VIP home page Giter VIP logo

bankcardocr's Introduction

-bankCardNumIdentify

基于tensorflow、keras实现对银行卡号识别

测试环境

Ubuntu 18.04
python 3.6.7 
numpy 1.16.4
tensorflow-gpu 1.13.1 或者是cpu版本
keras 2.2.4
opencv-python 4.1.0.25
PyQt5 5.12.2
CUDA 10.0.130
cuDNN 7.5

环境搭建

pip3 install numpy==1.16.4
pip3 install tensorflow-gpu==1.13.1 #或者使用cpu版本
pip3 install keras==2.2.4
pip3 install opencv-python==4.1.0.25
pip3 install PyQt5==5.12.2

CUDA与cuDNN安装

具体安装过程可以在NVIDIA官网查看

启动demo

执行demo.py打开银行卡号识别的GUI界面。batch_test.py用于对银行卡进行批量识别，将要识别的银行卡放在同目录下的test_images文件中。定位结果以及识别结果存放在test_results中。

训练模型

在train文件中首先执行datasets.py进行数据增强，并生成对应图片路径及标签文件，再执行run.py文件开始模型的训练，训练大概20个epoch后loss不再收敛可以停止。训练的模型被保存在train/model中。

测试模型

选取银行卡图片进行测试时，银行卡尽量充满图片，横向放置。

bankcardocr's People

Contributors

devilexilesu avatar

Stargazers

avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar

Watchers

avatar avatar avatar avatar

Forkers

duzeyin mrsunshunli yoolon luwuming paul0m harrymore k0bai huomqh duanzongjuan wjb711 cwyd0822 dun933 cqray1990 pjx1993 muyilangjun1 xuchengzhuo chenhaohan88 wanghuogen ykchasingwind tomwwjjtt askintution jipengv587 zjhellofss yyb930803 havemuchmoney wirerop 1476761261 aliyastlly bitdaocao boragocode chango-g 3rd3yetechguy windluckme fly-biao yanhao22 xpbchinasoft wuerlongxin

bankcardocr's Issues

银行卡识别数据生成

谢谢老哥分享！想请教一下你这能生成识别数据吗？银行卡中类似浮雕的字体效果能做出来不？

模型训练时候有哪些tricks呢？

我测试了下 作者 提供的模型，发现测试的准确度非常高，所以请教下有何tricks:

  1. 是否使用了全部数据集？
  2. 训练迭代次数？
  3. 其他超参数设置？
    Thanks♪(･ω･)ﾉ

提取目标区域错误

你好，我在运行batch_test.py的时候，发现从提供的测试图片中，提取出来的目标区域，只有card_8.jpg是正确的，其他的都截错了，这个需要设置什么参数吗

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.