/Face-Recognition-System

Primary LanguagePython

Face Recognition using CNN🤵‍♂️

face recognition system that uses Convolutional Neural Networks (CNNs) to identify and recognize faces in real-time.

Code Requirements

  • Opencv(pip install opencv-python)
  • Tkinter(pip install tk)
  • Pillow(pip install pillow)
  • TensorFlow(pip install tensorflow)
  • Keras(pip install keras)
  • NumPy(pip install numpy)
  • Matplotlib(pip install matplotlib)

What steps you have to follow??

  • Download my Repository
  • Create a dataset folder in a project.
  • Open a main_gui.py and change the all paths with your system path.
  • Run main_gui.py.

Project Structure

  • After run you need to give your face data to system so enter your ID and name in box than click on Take Images button.
  • It will collect images of your faces, it save a images in dataset folder.
  • After that we need to train a model(for train a model click on Train Model button.
  • It will take 5-10 minutes for training(for 10 person data).
  • After training click on Face Recognition, to identify users in real-time.

Notes

  • It will require high processing power(I have 16 GB RAM).
  • Noisy image can reduce the accuracy, so quality of images should be good.