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On The Use of Polarimetric Orientation for POLSAR Classification and Decomposition
Hiroshi Kimura Gifu University, Japan IGARSS 2011 Vancouver, Canada July 25, 2011
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IIGARSS 2011, Vancouver, Canada
Contents Background Polarization Orientation in Built-up Areas Method to Discriminate Built-up and Non-built-up Areas ALOS PALSAR Experiment Conclusion IIGARSS 2011, Vancouver, Canada
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IIGARSS 2011, Vancouver, Canada
Background Agricultural field Built-up Area Freeman&Durden decomposition of ALOS PALSAR data (Descend.) Double-bounce, Volume, Surface From map “Isezaki” by The Geospatial Information Authority of Japan (GSI) Objective: To discriminate built-up and non-built-up areas IIGARSS 2011, Vancouver, Canada
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Polarization Orientation in Built-up Areas
Radar x (azimuth) y (range) V H k a f From L-band Pi-SAR data of Gifu • PO angle shift of built-up areas: azimuth slope angle: w a , ground range angle: g =0, radar look angel: f p/2-f . a: 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. • PO angle shift of terrain slopes: w : azimuth slope angle, g : ground range slope angle, f : radar look angle. IIGARSS 2011, Vancouver, Canada
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Method to Discriminate Built-up and Non-built-up Area
• Detection of built-up areas facing away from the radar (|a|ac) • Method to discriminate Built-up areas: |qa|>c or |qd|>c. Not built-up but level surface areas: |qa|c and |qd|c. qa, qd : PO angles from ascending and descending orbits c : PO angle threshold from wall orientation angle threshold ac DETECTABLE zone of built-up areas Illumination Illumination ASCENDING UNDETECTABLE zone of built-up areas DESCENDING IIGARSS 2011, Vancouver, Canada
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In case of SMALL threshold ac
DETECTABLE zone of built-up areas DETECTABLE = + (OR) UNDETECTABLE ASCENDING DESCENDING • 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. IIGARSS 2011, Vancouver, Canada
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In case of LARGE threshold ac
DETECTABLE zone of built-up areas DETECTABLE = + (OR) UNDETECTABLE zone UNDETECTABLE ASCENDING DESCENDING • 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. IIGARSS 2011, Vancouver, Canada
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ALOS PALSAR Experiment: PALSAR Scenes
The Atsugi area: about 50 km south- west from Tokyo Radar illumination azimuth: 99 (Ascending) 261 (Descending) Expected ac is 9 (No undetectable zone and the max. ac), then the PO angle threshold c will be 10. IIGARSS 2011, Vancouver, Canada
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ALOS PALSAR Experiment: Images
Pauli color code Freeman&Durden decomposition PO angle |HH-VV|, |HV|, |HH+VV| Double-bounce, Volume, Surface -p/ p/4 IIGARSS 2011, Vancouver, Canada
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IIGARSS 2011, Vancouver, Canada
Study Area ( 5.2km by 3.1 km ) F3 F3 F2 F2 B3 B3 B2 B2 B1 B1 F1 F1 © Google Earth Google Earth image Map by GSI, Japan IIGARSS 2011, Vancouver, Canada
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Freeman&Durden Decomposition
B3 B2 B1 F1 © Google Earth Double-bounce Volume Surface Google Earth image Ascending Descending IIGARSS 2011, Vancouver, Canada
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IIGARSS 2011, Vancouver, Canada
H a H-Alpha Segmentation F3 F2 B3 B2 B1 F1 © Google Earth Google Earth image Ascending Descending IIGARSS 2011, Vancouver, Canada
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IIGARSS 2011, Vancouver, Canada
PO Angle Images F3 F2 B3 B2 B1 F1 © Google Earth -p/ p/4 Google Earth image Ascending Descending IIGARSS 2011, Vancouver, Canada
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Discrimination Results
F3 F2 B3 B2 B1 F1 White: Built-up area, Black: Non-built-up area c=5(ac=5 ) c=10(ac=9) c=12(ac=11) IIGARSS 2011, Vancouver, Canada
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Discrimination Results (Built-up areas)
Google Earth image c=5(ac=5 ) c=10(ac=9) c=12(ac=11) B1 B2 B3 © Google Earth © Google Earth © Google Earth Omission errors White: Built-up area Black: Non-built-up area IIGARSS 2011, Vancouver, Canada
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Discrimination Results (Non-built-up areas)
Google Earth image c=5(ac=5 ) c=10(ac=9) c=12(ac=11) F1 F2 F3 © Google Earth © Google Earth © Google Earth Commission errors White: Built-up area Black: Non-built-up area IIGARSS 2011, Vancouver, Canada
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Discrimination Results
Agricultural field Built-up Area 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(ac=9). IIGARSS 2011, Vancouver, Canada
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Discrimination Results
Agricultural field Built-up Area 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(ac=9). IIGARSS 2011, Vancouver, Canada
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IIGARSS 2011, Vancouver, Canada
Conclusion 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. IIGARSS 2011, Vancouver, Canada
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Rotation of Coherence Matrix (Yamaguchi)
Ascending Descending Agricultural fields BEFORE Rotation AFTER |HH-VV| |HV| |HH+VV| |HH-VV| |HV| |HH+VV| Ascending Descending Built-up Areas IIGARSS 2011, Vancouver, Canada
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PO Angle Shifts of Slopes
Range Slope Angle (degrees) IIGARSS 2011, Vancouver, Canada
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