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RLandsat

Collection of R code for Landsat imagery manipulation and Land Cover Classification. Primarily developed for Landsat 8 OLI imagery. Scripts include:

  • Landsat 8 Image and MTL reading
  • Cropping and Masking images when a ROI is provided
  • Topographic and Atmospheric correction using SRTM or ASTER GDEM
  • PCA on stacked bands
  • Vegetation index
  • Unsupervised (k-means cluster) classification
  • Signature development and simple "purify" aproach
  • Calculate Separability Index based on Jeffries-Matusita Distance
  • Supervised classification with Random Forest and Structure Vector Machine
  • Create WEKA files from Landsat bands (stack)

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Landsat imagery manipulation, Land Cover Classification

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