This section provides a brief introduction to remote sensing data processing and analysis with R.

Table of Content

• Remote Sensing Basic

• Landsat 8 Image Processing & Visualization

  • RGB image comparison

  • Pan Sharpening or Image Fusion

  • Radiometric Calibration and Atmospheric Correction

• Spectral Indices

  • Normalized Difference Vegetation Index

  • Soil Adjusted Vegetation Index (SAVI)

  • Modified soil Adjusted Vegetation Index (MSAVI)

  • Enhanced Vegetation Index (EVI)

  • Two-bands Enhanced Vegetation (EVI2)

  • Normalized Difference Water Index (NDWI)

• Green Ground Cover from UAV Images

• Texture Analysis

• Image Classification

  • Ground Truth Data Processing

  • Unsupervised Classification

  • Supervised Classification

    • Random Forest

    • Support Vector Machine

    • Naïve Bayes

    • eXBoost

    • Deep Learning-H20

    • Deep Learning Keras-TensorFolow