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solml : Machine Learning on roof images

Python files :

  • vgg-16_keras.py : example using VGG16 with Keras
  • get_info.py : get orientation and position of buildings
  • download.py : download roof images from mapbox
  • load.py : load images in memory
  • cnn.py : Convolutional Neural Network appllied on roof images

Notebooks :

  • contrib_errors : analysis of contribution errors, mean response time...
  • geo : get geographic information
  • dummy : dummy model
  • mppca : use MPPCA (see https://github.com/michelbl/MPPCA)
  • classif : Logistic Regression (LR) and Support Vector Machines (SVM)
  • CNN : use CNN on the roof images
  • multi : 4 classes, using CNN and LR
  • dict_learning : Dictionary Learning

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Automated roof classification

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  • Jupyter Notebook 99.4%
  • Python 0.6%