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Orfeo Toolbox
Change detection

    Stéphane MAY
stephane.may@cnes.fr




                       orfeo-toolbox.org
                                       1
Change detection

Goal
  Identify changes between 2 images
Main problems
  Exceptional change (crisis) mixed with Natural changes
  (vegetation evolution)




                                                           orfeo-toolbox.org
                                                                           2
Monteverdi
Filtering
   Change
    Detection




                             orfeo-toolbox.org
                                             3
Use case 1 : change detection module

Menu File > Open
   ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif
   ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif
Menu > Filtering > Change detection
   Click on changed class
    ➢ Select changed areas
   Click on unchanged class
    ➢ Select unchanged areas
   Learn
   Display results


                                                             orfeo-toolbox.org
                                                                             4
Use case 2 : change detection with SVM classif. module

   Menu File > Open
      ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif
      ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif
   Menu File > Concatenate image
      Insert “after channels” first
   Menu Learning > SVM classification
      Create changed class
      Create unchanged class
      Learn
      Display
      Add new areas to refine your results
   Option : add features to enhance results (Feature Extraction Module)
                                                                  orfeo-toolbox.org
                                                                                  5
Use case 3 : RADAR change detect. with SVM classif.
Menu File > Open
   ./img_gloucester_av_ap/ERSAvantSmall.png
   ./img_gloucester_av_ap/ERSApresSmall.png
Menu SAR >Despeckle
   Lee filter
    ➢ Radius 5
Menu File > Concatenate image
   Insert crisis image first. Insert before image twice for visualisation.
Menu Learning > SVM classification
   Create changed class
   Create unchanged class
   Learn, Display
   Add new areas to refine your results                                orfeo-toolbox.org
                                                                                       6
Use case 4 : RADAR change detection with band math

  Menu File > Open
     ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif
     ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif
  Menu SAR >Despeckle
     Lee filter
      ➢ Radius 5
  Menu Filtering > Band math
     abs(im1b1-im2b1)
     min(im1b1/im2b1, im2b1/im1b1)
     Invent your formula !


                                                               orfeo-toolbox.org
                                                                               7
Use case 5 : classif. based change detection

Menu File > Open
   ./output_fus1.tif
   ./output_fus2b.tif
Menu Learning > SVM classification (file1)
   Create land cover classes (water, vegetation, soil, roads, houses)
Menu Learning > SVM classification (file2)
   Create land cover classes (water, vegetation, soil, roads, houses)
Menu File > Concatenate images (land cover files)
Menu Learning > SVM classification
   Create changed class / unchanged class
   Learn, Display
Menu filtering > Band math
                                                                orfeo-toolbox.org
   Select interesting couples of values from land cover files                   8
Monteverdi




Thank you for your attention !




                                 orfeo-toolbox.org
                                                 9

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Orfeo Toolbox Change Detection Guide

  • 1. Orfeo Toolbox Change detection Stéphane MAY stephane.may@cnes.fr orfeo-toolbox.org 1
  • 2. Change detection Goal Identify changes between 2 images Main problems Exceptional change (crisis) mixed with Natural changes (vegetation evolution) orfeo-toolbox.org 2
  • 3. Monteverdi Filtering Change Detection orfeo-toolbox.org 3
  • 4. Use case 1 : change detection module Menu File > Open ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif Menu > Filtering > Change detection Click on changed class ➢ Select changed areas Click on unchanged class ➢ Select unchanged areas Learn Display results orfeo-toolbox.org 4
  • 5. Use case 2 : change detection with SVM classif. module Menu File > Open ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif Menu File > Concatenate image Insert “after channels” first Menu Learning > SVM classification Create changed class Create unchanged class Learn Display Add new areas to refine your results Option : add features to enhance results (Feature Extraction Module) orfeo-toolbox.org 5
  • 6. Use case 3 : RADAR change detect. with SVM classif. Menu File > Open ./img_gloucester_av_ap/ERSAvantSmall.png ./img_gloucester_av_ap/ERSApresSmall.png Menu SAR >Despeckle Lee filter ➢ Radius 5 Menu File > Concatenate image Insert crisis image first. Insert before image twice for visualisation. Menu Learning > SVM classification Create changed class Create unchanged class Learn, Display Add new areas to refine your results orfeo-toolbox.org 6
  • 7. Use case 4 : RADAR change detection with band math Menu File > Open ./img_gloucester_spot_av_ap/Spot5-Gloucester-before.tif ./img_gloucester_spot_av_ap/Spot5-Gloucester-after.tif Menu SAR >Despeckle Lee filter ➢ Radius 5 Menu Filtering > Band math abs(im1b1-im2b1) min(im1b1/im2b1, im2b1/im1b1) Invent your formula ! orfeo-toolbox.org 7
  • 8. Use case 5 : classif. based change detection Menu File > Open ./output_fus1.tif ./output_fus2b.tif Menu Learning > SVM classification (file1) Create land cover classes (water, vegetation, soil, roads, houses) Menu Learning > SVM classification (file2) Create land cover classes (water, vegetation, soil, roads, houses) Menu File > Concatenate images (land cover files) Menu Learning > SVM classification Create changed class / unchanged class Learn, Display Menu filtering > Band math orfeo-toolbox.org Select interesting couples of values from land cover files 8
  • 9. Monteverdi Thank you for your attention ! orfeo-toolbox.org 9