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Secure face login system using Python (face detection) and React (frontend). Prevents photo/video spoofing with anti-spoofing deep learning models. Open-source code.

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swadhinbiswas/liveattendence_with_anti_cheat

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liveattendence_with_anti_cheat

wakatime

Secure Face Login with Liveness Detection (Python & React)

This repository implements a secure face login system using:

  • Face Detection: Utilizes Python libraries like OpenCV or Dlib to detect faces in real-time video streams.
  • Anti-Spoofing: Employs deep learning models trained on liveness detection datasets to distinguish real faces from spoofing attempts (photos, videos).
  • React Frontend: Built with React for a user-friendly and interactive login experience.

This project offers:

  • Enhanced Security: Prevents unauthorized access through photo or video spoofing.
  • Real-time Processing: Performs face detection and liveness checks in real-time for seamless user interaction.
  • Open-Source Code: Accessible on GitHub for learning, customization, and contributions.

Covers Modules:

  • face detection
  • face recognition
  • liveness detection
  • anti-spoofing
  • deep learning
  • Python
  • OpenCV
  • Dlib
  • React
  • secure login
  • biometrics
  • authentication

FontEnd


Login Page

LoginPage

BackEnd

  • Face recognition

  • Anti-Spoofing

  • FastAPI

  • Firebase[As realtime Database]

Backend Stracture

ImageBackend

working process of Face recognition

faceapp

Antispoofing

Anti spoofing

example:

example

Work Flow

    ✅ Database Connection 
    ✅ Upload encode Picture to Database 
    ✅Setup plugins 
    ✅Fontend 
    ✅ Building API 
    ✅ Authentication 
    ✅ RealtimeDatabase Sync 
    ❌ Connect Backend With Fontend
    ❌ Deploy App

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Secure face login system using Python (face detection) and React (frontend). Prevents photo/video spoofing with anti-spoofing deep learning models. Open-source code.

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