Git Product home page Git Product logo

human-with-or-without-mask-'s Introduction

human-with-mask-or-without-mask

The project We worked on was 'Human with a mask or Without mask?' using Deep Learning Techniques. we have successfully built a CNN model to detect if a person is wearing a face mask or not. This can be used in numerous applications. Sporting a mask may be necessary for the near future, considering the COVID-19 crisis, and this method to detect if the person wears a face mask may come in handy.

Results

The model was evaluated with the help of accuracy, precision, recall, F1 score and Table 2 represents these evaluation parameters. The graphical representation of training and testing accuracy is shown in Fig 2. It can be observed from Fig 2 that CNN achieved accuracy between 91-92%. For better understanding, a confusion matrix was created in Fig 1. At the end, we found the accuracy.

Conclusions

In this paper, we have presented a CNN based face mask detection system to differentiate people with facemask and people without a face mask. From this experiment, it is concluded that the proposed approach for detecting if the person is wearing a mask or not using the Deep Learning techniques can be efficiently used to develop the face recognition systems.

human-with-or-without-mask-'s People

Contributors

guptaji1502 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.