Git Product home page Git Product logo

isss's Introduction

Invisble Security Signature System

In biometrics, a person’s signature is considered one of the most reliable authentication modes. Like in banks where high security applications are required, the use of signatures for real-time and accurate personal authentication is necessary. However, it is also a non-negligible drawback that stealers can imitate the signature by practice. In order to prevent the signature from being stolen, we proposed the Invisible Signature Security Device (ISSD) to increase security. Because each person's direction of signature trajectory in the air, the slope of the signature curve, signature speed, acceleration, etc. are totally different, others basically cannot imitate the name of the signer, thus ensuring safety and reliability. we also designed and implemented a friendly GUI interface for human-computer interaction. The topic is based on Leap motion equipment to complete high-precision tracking fingers for aerial signature, and to achieve 3D and invisible signatures. After the features are extracted in the background platform, signatures will be recognized by using Fast-DTW+K-NN algorithm, and the signature data will be compared with the data in the local database to identify the signature. After experimental verification, the true acceptance rate for single signature can reach 97%, and the false acceptance rate is approximately 0.5%.

demo

Prerequisites

  • Leap motion and its API
  • required installation in requirement.txt
  • Platform Win-64

Run

python leapinterface.py

Built With

isss's People

Contributors

fe1ixxu avatar

Stargazers

Chaoyi Zhang avatar

Watchers

 avatar  avatar

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.