PolSARpro for Land Use – Land Coverearth.esa.int/landtraining07/D3PA-4-Pottier.pdf · 06/09/07...

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06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 1 PolSARpro for Land Use – Land Cover Eric POTTIER Thursday 6 September, Lecture D3PA-Part 4

Transcript of PolSARpro for Land Use – Land Coverearth.esa.int/landtraining07/D3PA-4-Pottier.pdf · 06/09/07...

Page 1: PolSARpro for Land Use – Land Coverearth.esa.int/landtraining07/D3PA-4-Pottier.pdf · 06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 18 DATADIR_BOX

06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 1

PolSARpro forLand Use – Land Cover

Eric POTTIER

Thursday 6 September, Lecture D3PA-Part 4

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EMISARDCRS (DK)G3 Aircraft

L, C-Band (Quad)

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Foulum (L,C-Band) - Land Cover Monitoring

LandSat TM Classification

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MAIN MENU

Version for the EO Scientific InvestigatorSpaceborne Sensors: ALOS, ENVISAT, RADARSAT2, TerraSar, SIR-CAirborne Sensors: AIRSAR, Convair, EMISAR, ESAR, PISAR, RAMSES

Tutorial onPOLSAR andPOLinSAR

HelpFiles

Tools

Viewer DisplayPolSARpro Full Software

– Single Data Set

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Configuration

Data Import

Data Process

Input Data File: Raw Binary DataAirborne Sensors

QuickLookExtract Raw Data

Polarimetric ElementsSpeckle FiletringData Analysis – Statistics / Histograms / ProfilesPolarimetric Segmentation

H / A / alpha classificationWishart - H / A / alpha classificationSupervised Wishart classificationRules-Based Hierarchical Classification

PROCESSING CHAIN

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Processing Configuration

Configure Data Main Directory location

Input Directory: C:/EMISAR/Foulum_L

Note: Copy the data directory to the root directory to shorten the path name length

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Data IMPORT

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Data IMPORT – EMISAR Data File

Do it Yourself:

Data Set:EMISAR / FOULUM_L_Format_S2

Input Data File configuration:

•1750 rows x 1000 col•Convert Input IEEE binary Format

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Create a QuickLook (24-bit RGB Output BMP File) color image: Pauli Colorcoded Image

|T22|=|HH-VV|

|T33|=|HV+VH|

|T11|=|HH+VV|

Data IMPORT – Quick Look

Do it Yourself:Run Quick look

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Convert Fully Polarimetric Data Files todifferent Polarimetric Output Format

INPUT DIRINPUT DIR

Fully PolarimetricData Files

OUTPUT DIROUTPUT DIR

config.txt

s11.bin, s12.bin, s21.bin, s22.bin

Data IMPORT – Extract Binary Data

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Data IMPORT – Extract Binary Data

Do it Yourself:Select an area, then Extract the Data : Full Resolution -> [S2]View the Pauli-RGB File automatically created

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Data PROCESS – [S2] Elements

MENU

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Data PROCESS – [S2] Elements

MENU

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Do it Yourself:Select some elements, set the parameters and view the corresponding BMP files(select BMP).

DATADIRDATADIR

Axy.bin, Ixy.binIxy_db.binsxy_pha.bin

Axy.bmp, Ixy.bmpIxy_db.bmpsxy_pha.bmp

config.txt

s11.bin, s12.bins21.bin, s22.bin

Data PROCESS – [S2] Elements

MENU

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Data PROCESS – [S2] Elements

SPECKLE FILTER

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DATADIR_BOXDATADIR_BOXDATADIR_LEEDATADIR_LEE

T3

config.txt

[T3x3] Elements

DATADIRDATADIR

Lee_Refined_FilterBoxCar_Filter

config.txt

s11.bin, s12.bins21.bin, s22.bin

Do it Yourself:Apply a Box Speckle Filter then Create a RGB File ([T3])(Don’t forget to change the Main directory)Apply a Lee Speckle Filter then Create a RGB File ([T3])

Data PROCESS – [S2] Elements

SPECKLE FILTER

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Data PROCESS – [S2] Elements

DATA ANALYSIS - STATISTICS

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Channel: Polarimetric Elements [S2]

Elements: Real part, Imaginary part, Amplitude, Phase

Theoretical PDF: Gaussian, Exponential, Rayleigh, Uniform

Data PROCESS – [S2] Elements

DATA ANALYSIS - STATISTICS

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Data PROCESS – [S2] Elements

DATA ANALYSIS - HISTOGRAMS

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Data PROCESS – [S2] Elements

DATA ANALYSIS - HISTOGRAMS

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Data PROCESS – [S2] Elements

DATA ANALYSIS - PROFILES

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X / Y Range : 200 pix

XY Range (3D) : 30 pix

Data PROCESS – [S2] Elements

DATA ANALYSIS - PROFILES

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Data PROCESS – [S2] Elements

POLARIMETRIC SEGMENTATION

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POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

DATADIRDATADIR

entropy.bin, anisotropy.bin, alpha.bincombination_HA.bin, combination_1mHA.bin,combination_H1mA.bin, combination_1mH1mA.binH_A_class.bin, H_Alpha_class.bin, A_Alpha_class.bin

X_Y_occurrence_plane X_Y_segmented_plane

config.txt

s11.bin, s12.bins21.bin, s22.bin

entropy.bmp, anisotropy.bmp, alpha.bmpcombination_HA.bmp, combination_1mHA.bmp,combination_H1mA.bmp, combination_1mH1mA.bmpH_A_class.bmp, H_Alpha_class.bmp, A_Alpha_class.bmpH_A_occurence.bmp, H_Alpha_ occurence.bmp,A_Alpha_ occurence.bmp, H_A_segmented.bmp, H_Alpha_ segmented.bmp, A_Alpha_ segmented.bmpHAlphaLambda_RGB.bmp, HAAlpha_RGB.bmpHACombinations_RGB.bmp

Do it Yourself:Select some elements, set the parameters (Nwin = 1)and viewthe corresponding BMP files.

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POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

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POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

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X_Y_occurrence_plane X_Y_segmented_plane

POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

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X_Y_occurrence_plane X_Y_segmented_plane

DATADIRDATADIR

H_alpha_lambda_class1(2,3).bin,H_alpha_lambda_occurence_class1(2,3).bin,H_alpha_lambda_segmented_class1(2,3).bin,H_alpha_lambda_class.bin,

config.txt

s11.bin, s12.bins21.bin, s22.bin

H_alpha_lambda_class1(2,3).bmp,H_alpha_lambda_occurence_class1(2,3).bmp,H_alpha_lambda_segmented_class1(2,3).bmp,H_alpha_lambda_class.bmp,

Do it Yourself:Select some elements, set the parameters (Nwin = 1)and viewthe corresponding BMP files.

POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

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POLARIMETRIC SEGMENTATIONH / A / Alpha Classification

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Data PROCESS – [S2] Elements

POLARIMETRIC SEGMENTATION

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POLARIMETRIC SEGMENTATIONH / A / Alpha - Wishart Classification

DATADIRDATADIR

config.txt

s11.bin, s12.bins21.bin, s22.bin

Do it Yourself:Set the parameters, run and viewthe corresponding BMP files.

Wishart_H_alpha_class_X.binWishart_H_A_alpha_class_X.bin

Wishart_H_alpha_class_X.bmpWishart_H_A_alpha_class_X.bmp

X = window size

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Data PROCESS – [S2] Elements

POLARIMETRIC SEGMENTATION

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POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

1: Select the Output Directory2 : Select the Output Image Number of Rows and

Columns3 : Select BMP creation files, Reject Class and

Confusion Matrix. Note: BMP and ConfusionMatrix are selected by default

4 : Enter the Window Size (Nwin = 5 ) and theReject Ratio Coefficient.(if Reject Class option isselected)

5 : Edit the ColorMap and choose the coloursassociated to the different classes

6 : Select (or not) the Coded ColorMap option7 : Enter the name of the Training Areas list text file

The default output file name is set to: Config / training_areas.txt

8 : Open Graphic Editor to define graphically theAreas of Interest (AoI) or run Text Editor to enterthe coordinates of the Areas of Interest (AoI)inthe Training Areas text file

9 : Run Training Process. This program will definethe training clusters centres from the selectedAreas of Interest (AoI).

10 : Run the Wishart Supervised Classificationprocedure

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• 1 : Create a new Training Class and add it to the list. • 2 : Delete the current Training Class from the list. • 3 : Create a new Training Area and add it to the list of the current Training Class. • 4 : Delete the current Training Area from the list. • 5 : Clear the different contours on the chosen image. • 6 : Delete all the Training Classes and associated Training Areas from the list. • 7 : Save the Training Class and associated Training Areas list. • ....The default output file name is set to MD / training_areas.txt. • 8 : Rectangular selection of Area of Interest (AoI). • 9 : Polygonal selection of Area of Interest (AoI). • .... Note: The contour is automatically closed by clicking on the Mouse Right Button. • 10 : Toggle selected area contour color (black / white). • Class : Redraw all the Training Areas of the current Training Class. • Class : Move in the up/down direction in the Training Class list. • Area : Redraw the current Training Area of the current Training Class. • Area : Move in the up/down direction in the Training Area list of the current Training Class.

POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

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POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

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DATADIRDATADIR

config.txt

s11.bin, s12.bins21.bin, s22.bin

X = window size

Training_cluster_set.bmp

Run Training Process Training_areas.txt

Training_areas.bin

Run Classification

Supervised_class_X.binSupervised_class_rej_X.binConfusion_matrix_X.txtConfusion_matrix_rej_X.txt

Supervised_class_X.bmpSupervised_class_rej_X.bmpClassified_cluster_set.bmpClassified_cluster_set_rej.bmp

POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

Do it Yourself:Set the parameters, select different classes, runand view the corresponding BMP files.

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POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

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POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

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POLARIMETRIC SEGMENTATIONSupervised Wishart Classification

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Data PROCESS – [S2] Elements

POLARIMETRIC SEGMENTATION

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POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

NOTE:Change Input Directory to:~/EMISAR/Foulum_C

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1 : New2 : Enter Parameter Label3 : Select the Parameter File4 : Enter5 : go to step 1

6 : Save & Exit

Parameter Label Parameter File

sigma0_hv_L_April ~/EMISAR/Foulum_C/sigma0_hv_L_April.bin

sigma0_hh_C_April ~/EMISAR/Foulum_C/sigma0_hh_C_April.bin

rho_hhvv_C_April ~/EMISAR/Foulum_C/rho_hhvv_C_April.bin

sigma0_hv_C_April ~/EMISAR/Foulum_C/sigma0_hv_C_April.bin

sigma0_rr_ov_rl_C_July ~/EMISAR/Foulum_C/sigma0_rr_Ov_sigma0_rl_C_July.bin

sigma0_hv_C_June ~/EMISAR/Foulum_C/sigma0_hv_C_June.bin

rho_hhvv_C_June ~/EMISAR/Foulum_C/rho_hhvv_C_June.bin

POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

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Node

Class

POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

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Node

Class

Active Node

Class Definition1 : Enter Class Number2 : Enter

Class Definition1 : Select Para 12 : Select Para 23 : Enter Coeff 14 : Enter Coeff 25 : Select Operator6 : Enter Threshold7 : Enter

Para1 x Coeff1 + Para2 x Coeff2 < Threshold

POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

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06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 47

sigma0_hv_L_April > -18dB

sigma0_hh_C_April > -30dB

sigma0_hv_C_June > -30dB rho_hhvv_C_June > 0.46

sigma0_rr_ov_rl_C_July > -1

rho_hhvv_C_April – 0.02 x sigma0_hv_C_April > 1

sigma0_hv_C_June > -18dB

sigma0_hv_C_June > -12dB

8

9

7

5 6

1 2 3 4

POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

Page 48: PolSARpro for Land Use – Land Coverearth.esa.int/landtraining07/D3PA-4-Pottier.pdf · 06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 18 DATADIR_BOX

06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 48

POLARIMETRIC SEGMENTATIONRule-Based Hierarchical Classification

Page 49: PolSARpro for Land Use – Land Coverearth.esa.int/landtraining07/D3PA-4-Pottier.pdf · 06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 18 DATADIR_BOX

06/09/07 Lecture D3PA-Part 4 PolSARpro for Land use – Land Cover Eric POTTIER 49

Questions ?Questions ?