/Two-factor-authentication-system

RaspberryPi Class Final Project

Primary LanguagePython

Two-factor authentication system

An Authentication System using both RFID card and Face detection to verify your identity. System is implement on Raspberry Pi 4.

Demo Video

Please Click Here

Environment

  • System Architecture
admin@raspberrypi:~ $ uname -a
Linux raspberrypi 5.15.32-v8+ #1538 SMP PREEMPT Thu Mar 31 19:40:39 BST 2022 aarch64 GNU/Linux

admin@raspberrypi:~ $ cat /etc/os-release
PRETTY_NAME="Debian GNU/Linux 11 (bullseye)"
NAME="Debian GNU/Linux"
VERSION_ID="11"
VERSION="11 (bullseye)"
VERSION_CODENAME=bullseye
ID=debian
HOME_URL="https://www.debian.org/"
SUPPORT_URL="https://www.debian.org/support"
BUG_REPORT_URL="https://bugs.debian.org/"
  • Installed Package You can use pip install -r requirements.txt to build the same environment
mfrc522==0.0.7
numpy==1.22.4
opencv-python==4.5.5.64
Pillow==9.1.1
playsound==1.3.0
protobuf==3.20.1
requests==2.27.1
requests-oauthlib==1.3.1
RPi.GPIO==0.7.1
RPLCD==1.3.0
six==1.16.0
smbus2==0.4.2
spidev==3.5
tensorboard==2.9.0
tensorboard-data-server==0.6.1
tensorboard-plugin-wit==1.8.1
tensorflow @ file:///tensorflow-2.9.0-cp39-none-linux_aarch64.whl
tensorflow-estimator==2.9.0
tensorflow-io-gcs-filesystem==0.26.0
tflite-runtime==2.8.0
tflite-support==0.4.0
urllib3==1.26.9

Technique

  • Raspberry Pi + Webcam + RFID
  • Tensorflow + OpenCV
  • Teachable Machine (train face detection model)

Instruction

  1. Using RFID Card
    • If user pass the RFID verification, then go to step 2
    • If failed, then
      • LCD display "Wrong Password"
      • LED turn red and the speaker play error.mp3
  2. Start face detection
    • If user pass, then
      • LCD display "Welcome Home"
      • LED turn green and the speaker play correct.mp3
    • If failed, then
      • LCD display "Detect Stranger!"
      • LED turn red and the speaker play error.mp3
      • Send the stranger photo to the house owner by email and line notify mechanism