Coder Social home page Coder Social logo

captchasolver's Introduction

CaptchaSolver

Summary

Simple scripts for captcha cracking with convolution neural network via TensorFlow.

Aimed at the six-digit captcha from Russian federal migration service.

Accuracy for single digit is about 95%

Requirements (Python packages)

  • tensorflow >= 0.12.1
  • Pillow >= 4.2.1

Data

There are training and test data samples in the archives:

  • data_train.tar.xz contains 9.000 images
  • data_test.tar.xz contains 450 images

Both samples contains marked images, so you can easily change proportion between them.

How to launch scripts

  • Unpack both archives
  • python single_digit.py - run with the network for recognizing single digit
  • python all_digits.py - run with the network for recognizing whole captcha

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.