Code Monkey home page Code Monkey logo

face-recognition-system's Introduction

face-recognition-facenet-faiss

This reposity is based on facenet to extract embeddings and faiss to search for matched image. I thank to contributers/outhors for providing the pre-trained models. this repo would be beneficial for those who have more than 1m+ images. Instead of using 1-to-1 search, which is very expensive for big databases, here we utilize faiss (A library for efficient similarity search and clustering of dense vectors) to do 1-to-many search. Having a query image/embedding/ID, we can get the matched image in a few milliseconds (very fast). I also store the embedding, Bounding boxes and image paths to microsoft SQL database, if someone would like to query from database instead of FAISS.

NB: I am currently writing a "How to use" article and will publish it soon under this repo.

face-recognition-system's People

Contributors

engmubarak48 avatar

Stargazers

achin avatar

Watchers

James Cloos avatar achin 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.