├── .gitignore ├── .ipynb_checkpoints └── test-checkpoint.ipynb ├── LICENSE.txt ├── README.md ├── dataset └── split_data │ ├── readme.txt │ └── split_data.py ├── docs ├── _config.yml ├── _layouts │ └── default.html ├── index.md ├── res │ ├── 1.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── predict-cl.gif │ └── predict.gif └── tryit.md ├── proposal ├── presentation-slides.pdf └── project_proposal.pdf ├── report.pdf └── src ├── .ipynb_checkpoints ├── data-extraction-checkpoint.ipynb ├── data-manipulation-checkpoint.ipynb ├── image-resizing-checkpoint.ipynb ├── keras-checkpoint.ipynb ├── keras-feature-tuning-checkpoint.ipynb ├── load-and-test-checkpoint.ipynb ├── nn-checkpoint.ipynb └── nn-copy-checkpoint.ipynb ├── keras ├── .ipynb_checkpoints │ ├── keras-basic-vgg-checkpoint.ipynb │ ├── load-and-test-checkpoint.ipynb │ ├── predict-checkpoint.ipynb │ └── train-checkpoint.ipynb ├── base │ ├── .ipynb_checkpoints │ │ ├── predict-checkpoint.ipynb │ │ └── train-checkpoint.ipynb │ ├── __pycache__ │ │ └── model.cpython-36.pyc │ ├── _weights.h5 │ ├── elias │ │ ├── 20171208_001059.jpg │ │ ├── 20171208_001145.jpg │ │ ├── 20171208_001148.jpg │ │ └── 20171208_001153.jpg │ ├── model.py │ ├── predict.ipynb │ ├── predict.py │ ├── test.ipynb │ ├── test.py │ ├── train.ipynb │ └── train.py └── vgg │ ├── .ipynb_checkpoints │ └── vgg-checkpoint.ipynb │ ├── __pycache__ │ └── helper.cpython-36.pyc │ ├── extract_vgg16_features.py │ ├── helper.py │ ├── imgs_model_evaluation │ ├── acc.png │ ├── confusion_matrix.png │ ├── loss.png │ └── roc.png │ ├── predict.py │ ├── predict_kaggle.py │ ├── res │ └── _top_model_weights.h5 │ ├── test.py │ ├── train_top.py │ └── vgg.ipynb └── tensorflow ├── cnn.ipynb └── data-manipulation.ipynb /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/.gitignore -------------------------------------------------------------------------------- /.ipynb_checkpoints/test-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/.ipynb_checkpoints/test-checkpoint.ipynb -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/README.md -------------------------------------------------------------------------------- /dataset/split_data/readme.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/dataset/split_data/readme.txt -------------------------------------------------------------------------------- /dataset/split_data/split_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/dataset/split_data/split_data.py -------------------------------------------------------------------------------- /docs/_config.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/_config.yml -------------------------------------------------------------------------------- /docs/_layouts/default.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/_layouts/default.html -------------------------------------------------------------------------------- /docs/index.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/index.md -------------------------------------------------------------------------------- /docs/res/1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/res/1.jpg -------------------------------------------------------------------------------- /docs/res/2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/res/2.jpg -------------------------------------------------------------------------------- /docs/res/3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/res/3.jpg -------------------------------------------------------------------------------- /docs/res/predict-cl.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/res/predict-cl.gif -------------------------------------------------------------------------------- /docs/res/predict.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/docs/res/predict.gif -------------------------------------------------------------------------------- /docs/tryit.md: -------------------------------------------------------------------------------- 1 | # Coming soon! -------------------------------------------------------------------------------- /proposal/presentation-slides.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/proposal/presentation-slides.pdf -------------------------------------------------------------------------------- /proposal/project_proposal.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/proposal/project_proposal.pdf -------------------------------------------------------------------------------- /report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/report.pdf -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/data-extraction-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/data-extraction-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/data-manipulation-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/data-manipulation-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/image-resizing-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/image-resizing-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/keras-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/keras-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/keras-feature-tuning-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/keras-feature-tuning-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/load-and-test-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/load-and-test-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/nn-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/nn-checkpoint.ipynb -------------------------------------------------------------------------------- /src/.ipynb_checkpoints/nn-copy-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/.ipynb_checkpoints/nn-copy-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/.ipynb_checkpoints/keras-basic-vgg-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/.ipynb_checkpoints/keras-basic-vgg-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/.ipynb_checkpoints/load-and-test-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/.ipynb_checkpoints/load-and-test-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/.ipynb_checkpoints/predict-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/.ipynb_checkpoints/predict-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/.ipynb_checkpoints/train-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/.ipynb_checkpoints/train-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/base/.ipynb_checkpoints/predict-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/.ipynb_checkpoints/predict-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/base/.ipynb_checkpoints/train-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/.ipynb_checkpoints/train-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/base/__pycache__/model.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/__pycache__/model.cpython-36.pyc -------------------------------------------------------------------------------- /src/keras/base/_weights.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/_weights.h5 -------------------------------------------------------------------------------- /src/keras/base/elias/20171208_001059.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/elias/20171208_001059.jpg -------------------------------------------------------------------------------- /src/keras/base/elias/20171208_001145.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/elias/20171208_001145.jpg -------------------------------------------------------------------------------- /src/keras/base/elias/20171208_001148.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/elias/20171208_001148.jpg -------------------------------------------------------------------------------- /src/keras/base/elias/20171208_001153.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/elias/20171208_001153.jpg -------------------------------------------------------------------------------- /src/keras/base/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/model.py -------------------------------------------------------------------------------- /src/keras/base/predict.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/predict.ipynb -------------------------------------------------------------------------------- /src/keras/base/predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/predict.py -------------------------------------------------------------------------------- /src/keras/base/test.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/test.ipynb -------------------------------------------------------------------------------- /src/keras/base/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/test.py -------------------------------------------------------------------------------- /src/keras/base/train.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/train.ipynb -------------------------------------------------------------------------------- /src/keras/base/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/base/train.py -------------------------------------------------------------------------------- /src/keras/vgg/.ipynb_checkpoints/vgg-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/.ipynb_checkpoints/vgg-checkpoint.ipynb -------------------------------------------------------------------------------- /src/keras/vgg/__pycache__/helper.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/__pycache__/helper.cpython-36.pyc -------------------------------------------------------------------------------- /src/keras/vgg/extract_vgg16_features.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/extract_vgg16_features.py -------------------------------------------------------------------------------- /src/keras/vgg/helper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/helper.py -------------------------------------------------------------------------------- /src/keras/vgg/imgs_model_evaluation/acc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/imgs_model_evaluation/acc.png -------------------------------------------------------------------------------- /src/keras/vgg/imgs_model_evaluation/confusion_matrix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/imgs_model_evaluation/confusion_matrix.png -------------------------------------------------------------------------------- /src/keras/vgg/imgs_model_evaluation/loss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/imgs_model_evaluation/loss.png -------------------------------------------------------------------------------- /src/keras/vgg/imgs_model_evaluation/roc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/imgs_model_evaluation/roc.png -------------------------------------------------------------------------------- /src/keras/vgg/predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/predict.py -------------------------------------------------------------------------------- /src/keras/vgg/predict_kaggle.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/predict_kaggle.py -------------------------------------------------------------------------------- /src/keras/vgg/res/_top_model_weights.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/res/_top_model_weights.h5 -------------------------------------------------------------------------------- /src/keras/vgg/test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/test.py -------------------------------------------------------------------------------- /src/keras/vgg/train_top.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/train_top.py -------------------------------------------------------------------------------- /src/keras/vgg/vgg.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/keras/vgg/vgg.ipynb -------------------------------------------------------------------------------- /src/tensorflow/cnn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/tensorflow/cnn.ipynb -------------------------------------------------------------------------------- /src/tensorflow/data-manipulation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisarojas/distracted-driver-detection/HEAD/src/tensorflow/data-manipulation.ipynb --------------------------------------------------------------------------------