Giter Site home page Giter Site logo

sor-o / face-recognition Goto Github PK

View Code? Open in Web Editor NEW
21.0 1.0 8.0 66.8 MB

This repository contains a comprehensive face recognition system that combines YOLOv8 for face detection and FaceNet for face recognition.

Jupyter Notebook 99.98% Python 0.02%
computer-vision deep-learning deepface face-detection face-recognition facial-recognition image-analysis image-processing machine-learning opencv ultralytics

face-recognition's Introduction

Face-Recognition

This repository contains a comprehensive face recognition system that combines YOLOv8 for face detection and FaceNet for face recognition. Face recognition is a critical technology with applications in security, surveillance, and user authentication. This project leverages state-of-the-art deep learning models to achieve accurate and reliable face recognition.

  • Detect faces in images using YOLO.
  • Crop and save the detected faces.
  • Recognize faces using DeepFace and categorize them based on a pre-trained model.
  • Do whatever you feel like from the features extracted.

Demo

Experience the functionality of our face recognition model, which has been trained on a dataset featuring faces of few politicians, by visiting Live Demo. Please keep in mind that this deployment is specifically designed for demonstration purposes and may not be fine-tuned for optimal performance in real-world scenarios.

Acknowledgement : For details on the deployment of the model using Streamlit, refer to this repository.

Installation

  1. Clone the Repository : https://github.com/sOR-o/Face-Recognition.git
  2. Install Dependencies : pip install -r requirements.txt
  3. play with code.

-Can be improved by transfer learning (obviously ๐Ÿ˜‰)

Contributing

Contributions to this project are welcome! If you'd like to contribute, feel free to submit issues, feature requests, or pull requests.

face-recognition's People

Contributors

nikhilkalloli avatar sor-o avatar ssrocks30 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  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.