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change-detection's Introduction

Dataset used in this work is from USGS Landsat-8 satellite. See the source here https://earthexplorer.usgs.gov/

Change-Detection

This code calculates difference from NDTI images. It can be used for change detection on the images with different dates. It can be easily modified for other indices.

Libraries that are used in jupyter notebook on python 3.8.5

Using a conda enviroment with jupyternotebook for this code could be helpful.

  • rasterio 1.1.8
  • numpy 1.19.4
  • matplotlib 3.3.3
  • gdal 3.1.4
  • scipy 1.5.3

Input Bands for landsat8

  • Band6 (SWIR1)
  • Band7 (SWIR2)

Output Images

  • NDTI Images
  • NDTI difference
  • NDTI threshold Image
  • NDTI threshold removed noise Image
2019 RGB Image Kocaeli 2014 RGB Image Kocaeli
2019 NDTI Image Kocaeli 2014 NDTI Image Kocaeli
Solarized dark
NDTI difference Threshold square image After 3x3 Mode Filter
Solarized dark

References

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