/CNN-for-Landsat-Imagery

This includes scripts for downloading Landsat images from GEE, cutting of imagery using shapefiles (Indian Villages), converting .tiff images to .png, cropping images from center and CNN model scripts.

Primary LanguageJupyter Notebook

CNN-for-Landsat-Imagery

This includes scripts for downloading Landsat images from GEE, cutting of imagery using shapefiles (Indian Villages), converting .tiff images to .png, cropping images from center and CNN model scripts.

Image Preprocessing

  • 1. Download Landsat Imagery - we have downloaded Landsat7 imagery for the year 2011.
  • 2. Cut Images using village shapefiles
  • 3. Convert images from .tif to .png
  • 4. Remove noisy Images - There were few black images (completelly black) present in each state. We removed those black images.
  • 5. Crop images - we cropped each vilaages image (150 x 150 pixels) from centre.

Scripts for all the aboves steps are present in "Image Preprocessing" folder.