Universal Student Profiling System

Overview

The Universal Student Profiling System is an advanced campus security and management solution developed by a team of B.Tech 6th Semester Electronics and Communication Engineering students. It integrates facial recognition, RFID-based access control, and AI-driven activity detection to enhance campus safety and streamline operations.

Features

• One-shot facial recognition for student identification
• RFID card integration for access control and verification
• Abnormal activity detection using LSTM+CNN models
• Real-time video streaming and monitoring
• User-friendly GUI for both Jetson Nano and remote PC control

Technologies Used

• Python
• OpenCV
• TensorFlow / Keras
• Face Recognition library
• MFRC522 RFID library
• Arduino UNO
• Tkinter for GUI
• Paramiko for SSH communication

Installation

1. Clone the repository:

   git clone https://github.com/aadityasikder/Universal-Student-Profiling-System.git
   

2. Set up the Jetson Nano and RFID reader according to the hardware specifications in the documentation.

Usage

1. Start the Jetson Nano GUI:

   python USPSS_PROFILE_HUB_JETSON.py   or  run the executable USPSS_PROFILE_HUB_JETSON
   

2. On a remote PC, start the control GUI:

   python USPSS_PROFILE_HUB_PC.py
   

3. Follow the DOCUMENTATION.pdf and its reference instructions to connect to the Jetson Nano, control the system and also get necessary packages.

Project Structure

• Universal-Student-Profiling-System/: Contains the source code for facial recognition, RFID detection, activity detection, and GUI.
• JETSON_SIDE/: Stores the code, executable, photos that needs to be identified, One-shot Machine Learning model from the Jetson Nano Side
• JETSON_SIDE/PHOTOS: Includes sample data and photos for facial recognition.
• 'ARDUINO_SIDE/': Contains code that is loaded in arduino to implement the RFID
• 'PC_SIDE/': Contains executable GUI program to control facial entry and RFID entry system that will be stored in a file as csv
• Documentation/: Contains project documentation.

Contributors

• Aaditya Sikder
• Tridib Jyoti Das
• Yuvraj Dutta

License

This project is licensed under the MIT License - see the LICENSE file for details.

Usage

Running the System

1. Start the Arduino RFID reader.
2. Run the main profiling system:

   python JETSON_SIDE/USPSS_PROFILE_HUB_JETSON.py