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Edge driven, IoT based, intelligent system for restricted access control in commercial establishments. This project is a part of UNISYS Cloud 20/20 contest. Developed by students of BMSCE, Bengaluru

Python 0.87% Jupyter Notebook 99.13%
iot-application mqtt-protocol machine-learning internet-of-things hog-features hog-features-extraction hog-feature-extractor mqtt neural-network data-science pi-camera computer-vision opencv unisys

unisys-project's Introduction

Edge-driven Biometrics and Facial Recognition

Edge driven, IoT based, intelligent system for restricted access control in commercial establishments. This project is a part of UNISYS cloud 20/20 contest. Developed by students of BMSCE, Bengaluru.

Libraries and languages used :-

  1. Python 3.6
  2. Paho MQTT library
  3. OpenCV-2
  4. RPI
  5. Picamera library for Raspberry Pi camera module
  6. NumPy

Hardware used :-

  1. Raspberry Pi 4
  2. LM-358 IR proximity sensor
  3. Pi camera module
  4. USB power supply for Raspberry Pi
  5. Breadboard (for prototyping purposes)
  6. LED lights
  7. 220 ohm resistors

Basic Overview :-

In this system, we will be using a standard MQTT protocol over the local WiFi network to establish communication between devices. The goal of the system would be to provide accurate identification and access, with minimal usage of confidential biometric data. To achieve this we will be using HOG(Histogram of Oriented Graphs) features generated at the sensor level as input to the neural network image recognition algorithm. The descision given by the algorithm will be transmitted to the all the gate control systems.

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