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Multi-Face Detection with MediaPipe and OpenCV

This project uses MediaPipe Face Mesh and OpenCV to detect multiple faces in real-time from a webcam feed. It demonstrates how to adjust the maximum number of faces detected and test the performance of the model.

Features

  • Detects multiple faces in real-time using MediaPipe Face Mesh.
  • Displays facial landmarks on each detected face.
  • Calculates and displays frames per second (FPS).
  • Adjustable maximum number of faces to detect.
  • Resizes frames to test detection performance at different resolutions.

Installation

Prerequisites

  • Python 3.7 or later
  • OpenCV
  • MediaPipe
  • NumPy

Install Dependencies

You can install the required libraries using pip:

pip install opencv-python-headless mediapipe numpy

Usage

  1. Clone this repository or download the script.
  2. Run the script:
python face_landmark.py

Testing

Testing Maximum Number of Faces Detected

  • The script includes a loop to test different values for the maximum number of faces detected. The default values tested are 1, 5, 10, 15, 20, and 25. You can modify the max_faces_to_test list to include any other values you want to test.

Testing Minimum Face Size

  • To test the minimum face size that the model can detect, you can resize the input frames to various smaller dimensions and observe the detection performance.

License

face_detection's People

Contributors

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Watchers

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