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Distracted-Driver-Detection

This is the Deep Learning model built using fastai library using kaggle dataset.

Distracted_driver

The 10 classes to predict are:

  • c0: safe driving

  • c1: texting - right

  • c2: talking on the phone - right

  • c3: texting - left

  • c4: talking on the phone - left

  • c5: operating the radio

  • c6: drinking

  • c7: reaching behind

  • c8: hair and makeup

  • c9: talking to passenger Screenshot from 2019-12-17 18-19-51

The model is trained on resnet34 architecture and after many experiments, I managed to get an accuracy of 99.5%

Predictions:

Screenshot from 2019-12-17 17-51-41 Screenshot from 2019-12-17 17-52-11 Screenshot from 2019-12-17 17-52-22