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This is a Python program that uses OpenCV and face recognition libraries to perform real-time facial recognition and authentication. The program captures video from the webcam, detects faces, and matches them against a pre-trained dataset to identify individuals

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ArshitArora/Face-Recognition-Authentication

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Facial Recognition and Authentication 👤🔐

This is a Python program that uses OpenCV and face recognition libraries to perform real-time facial recognition and authentication. The program captures video from the webcam, detects faces, and matches them against a pre-trained dataset to identify individuals. It calculates the accuracy of the match and displays the results.

Features 🌟

  • Real-time facial recognition using webcam input.
  • Compares detected faces against pre-trained encodings.
  • Calculates accuracy based on facial distance and match threshold.
  • Displays the matched name and accuracy for each recognized face.
  • Returns the most matched name after a certain number of frames.

Installation and Usage 🛠️

  1. Clone this repository to your local machine.
  2. Make sure you have Python and the required libraries installed.
  3. Run the recognize_face.py script using the command: python recognize_face.py.
  4. The program will capture video from your webcam and display the results in the console.

Dependencies 📦

  • cv2 (OpenCV): For capturing and processing video frames.
  • face_recognition: For face detection and encoding.
  • numpy: For array operations.

Configuration ⚙️

  • You can adjust the faceMatchThreshold and accuracy thresholds in the getAccuracy function to fine-tune matching and accuracy.
  • Update the face_recognition_data directory path to point to your own dataset of face images.

Acknowledgments 🙌

  • The face_recognition library simplifies face recognition tasks.
  • Inspired by the idea of using facial recognition for authentication.

Note 📝

  • This program is designed for educational purposes and might require additional improvements for production-level security.

Author 🧑‍💻

[Arshit Arora]

About

This is a Python program that uses OpenCV and face recognition libraries to perform real-time facial recognition and authentication. The program captures video from the webcam, detects faces, and matches them against a pre-trained dataset to identify individuals

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