/SatelliteImageclassification

Deep Learning Approaches to classify satellite images into (cloudy, desert, green area and water)

Primary LanguageJupyter Notebook

Satellite Image Classification

Deep Learning Approaches to classify satellite images into (cloudy, desert, green area and water). All of the images were obtained from a dataset on Kaggle



Image by Andrzej Olchawa

Dataset images example

Approaches

  • Transfer Learning using ResNet-50 (ResNet-50 is a convolutional neural network that is 50 layers deep.)

    • Architecture:

      image

    • Plots:

      image image
  • Convolution Neural Network

    • Architecture:

      image

    • Plots:

      image image