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Framgia Drowsy Detection with OpenCV and CNN

Drowsy detection using OpenCV and Convolution Neural Networks.

Requirement

  • Python 2.7
  • OpenCV
  • Keras
  • Tensorflow
  • Scipy

Download the dataset

Please download the dataset and unzip to the /dataset/ folder. We will have four folders:

  • closedLeftEyes
  • closedRightEyes
  • openLeftEyes
  • openRightEyes

Please download this file and place into the current folder. Rename it with trained_data.dat

You maybe collect any different data for testing the algorithms

Traning new data

    python eye_preprocess.py
    python eye_training_cnn.py

Testing with local image

python predict_eye.py -img path_to_local_image

Testing Real-time with Camera

Firstly, make sure the camera is usable in your computer. Run this application real time with this command:

python drowsy_predict.py

Press Q to quit the application