IGARSS2011 OnTheUseOfPO.ppt
Transcript of IGARSS2011 OnTheUseOfPO.ppt
On The Use of Polarimetric Orientation for On The Use of Polarimetric Orientation for POLSAR Classification and DecompositionPOLSAR Classification and Decomposition
Hiroshi KimuraGifu University, Japan
IGARSS 2011Vancouver, Canada
July 25, 2011
ContentsContents
Background
Polarization Orientation in Built-up Areas
Method to Discriminate Built-up and Non-
built-up Areas
ALOS PALSAR Experiment
ConclusionI IGARSS 2011, Vancouver,
Canada
BackgroundBackground
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Freeman&Durden decomposition of ALOS PALSAR data (Descend.)Double-bounce, Volume, Surface
From map “Isezaki” by The Geospatial Information Authority of Japan (GSI)
Agricultural field
Built-up Area
Objective: To discriminate built-up and non-built-up areas
Polarization Orientation in Built-up AreasPolarization Orientation in Built-up Areas
• PO angle shift of terrain slopes:
ω : azimuth slope angle,γ : ground range slope angle,φ : radar look angle.
Radar
x (azimuth)
y(range)
V H
k
α
φ
z
φφγωθ
sincostan
tantan
+−−=
• PO angle shift of built-up areas: azimuth slope angle: ω →α , ground range angle: γ =0, radar look angel: φ →π/2−φ .
α: wall orientation angle from the normal of radar beam H. Kimura, “Radar polarization orientation shifts in built-up areas,” IEEE GRSL, vol. 5, no. 2, 2008.
φαθ
cos
tantan
−=
-30 -20 -10 0 10 20 30-40
-20
0
20
40
Wall Orientation Angle: α [°]
SAR
Ori
enta
tion
Ang
le: θ
[°]
φ=45° φ=35°
From L-band Pi-SAR data of Gifu( ) 4Arg *LLRROO−=θ
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Method to Discriminate Built-up and Non-built-up AreaMethod to Discriminate Built-up and Non-built-up Area
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• Detection of built-up areas facing away from the radar (|α|≥αc)
• Method to discriminate Built-up areas: |θa|>c or |θd|>c. Not built-up but level surface areas: |θa|≤c and |θd|≤c. θa, θd : PO angles from ascending and descending orbits c : PO angle threshold from wall orientation angle threshold αcφα costantan cc =
IlluminationIllumination
cα2 cα2
cα2 cα2
UNDETECTABLE zone of built-up areas
DETECTABLE zone of built-up areas
ASCENDING DESCENDING
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In case of SMALL threshold In case of SMALL threshold αc
+ (OR)
ASCENDING DESCENDING
DETECTABLE zone of built-up areas
=
• NO undetectable zone of built-up area• COMMISSION error (Non-built-up areas are assigned to built-up areas) increases.
• OMSSION error (Built-up areas are assigned to non-built-up areas) decreases.
cα2 cα2
cα2cα2
UNDETECTABLE
DETECTABLE
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In case of LARGE threshold In case of LARGE threshold αc
+ (OR)
ASCENDING DESCENDING
DETECTABLE zone of built-up areas
=
UNDETECTABLE zone
cα2 cα2
cα2 cα2
• Undetectable zone of built-up area exists.• COMMISSION error (Non-built-up areas are assigned to built-up areas) decreases.
• OMSSION error (Built-up areas are assigned to non-built-up areas) increases.
UNDETECTABLE
DETECTABLE
ALOS PALSAR Experiment: PALSAR ScenesALOS PALSAR Experiment: PALSAR Scenes
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The Atsugi area: about 50 km south-west from Tokyo
Radar illumination azimuth: 99° (Ascending) 261° (Descending)
Expected αc is 9° (No undetectable zone and the max. αc), then the PO angle threshold c will be 10°.
ALOS PALSAR Experiment: ImagesALOS PALSAR Experiment: Images
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Pauli color code Freeman&Durden decomposition PO angle|HH-VV|, |HV|, |HH+VV| Double-bounce, Volume, Surface
−π/4 π/4
Study Area Study Area ( 5.2km by 3.1 km )( 5.2km by 3.1 km )
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B3
F3
B2
B1
F2
F1
Google Earth image Map by GSI, Japan
B3
F3
B2
B1
F2
F1© Google Earth
Freeman&Durden DecompositionFreeman&Durden Decomposition
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Google Earth image Ascending Descending
B3
F3
B2
B1
F2
F1Double-bounce Volume Surface© Google Earth
H-Alpha SegmentationH-Alpha Segmentation
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H
α
Google Earth image Ascending Descending© Google Earth
B3
F3
B2
B1
F2
F1
PO Angle ImagesPO Angle Images
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−π/4 π/4 Google Earth image Ascending Descending
© Google Earth
B3
F3
B2
B1
F2
F1
Discrimination ResultsDiscrimination Results
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c=5°(αc=5° ) c=10°(αc=9°) c=12°(αc=11°) White: Built-up area, Black: Non-built-up area
B3
F3
B2
B1
F2
F1
Discrimination Results (Built-up areas)Discrimination Results (Built-up areas)
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© Google Earth
© Google Earth
© Google Earth
B1
B2
B3
White: Built-up area Black: Non-built-up area
Google Earth image c=5°(αc=5° ) c=10°(αc=9°) c=12°(αc=11°)
Omission errors
Discrimination Results (Non-built-up areas)Discrimination Results (Non-built-up areas)
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© Google Earth
© Google Earth
© Google Earth
F1
F2
F3
Commission errors White: Built-up area Black: Non-built-up area
Google Earth image c=5°(αc=5° ) c=10°(αc=9°) c=12°(αc=11°)
Discrimination ResultsDiscrimination Results
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Freeman&Durden decomposition of ALOS PALSAR data (Descend.)Double-bounce, Volume, Surface
Built-up Areas (white) and non-built-up areas (black) by c=10°(αc=9°).
Agricultural field
Built-up Area
Discrimination ResultsDiscrimination Results
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Freeman&Durden decomposition of ALOS PALSAR data (Ascend.)Double-bounce, Volume, Surface
Built-up Areas (white) and non-built-up areas (black) by c=10°(αc=9°).
Agricultural field
Built-up Area
ConclusionConclusion
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• PO from ascending and descending orbits can be used to discriminate built-up and non-built-up areas.
• Radar illumination direction influences POLSAR data aanlysis.
• The discrimination prevents misleading of POLSAR decomposition and classification. (Volume scattering in urban areas, double bounce in agricultural fields, et al.)
• The expected threshold with no undetectable zone of built-up areas and the maximum number seems to be good, but a further study is required for the best one .
• Slopes should be separated.
Rotation of Coherence Matrix (Yamaguchi)Rotation of Coherence Matrix (Yamaguchi)
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BEFORERotation
AFTERRotation
Agricultural fields
Built-up Areas
|HH-VV||HV||HH+VV|
Ascending Descending
|HH-VV||HV||HH+VV|
Ascending Descending
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Range Slope Angle (degrees)
PO Angle Shifts of Slopes PO Angle Shifts of Slopes