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Dr.Phisan Santitamnont 1Aug 2007 Dr.Phisan Santitamnont 1
Geometric and Modeling of High-resolution Satellite Imageries
Dr. Phisan SantitamnontSurvey Engineering, Chulalongkorn University
Dr.Phisan Santitamnont 2
Chronology
• 1960 The first remote sensing satellite• Cold War era, high-resolution satellite
imagery for surveillance and reconnaissance– 1960-1972 Corona Program – 800,000 images ,
12 years• 1970s Landsat Satellites
Dr.Phisan Santitamnont 3Dr.Phisan Santitamnont
Dr.Phisan Santitamnont 4
Corona 1960s
Aug 2007 4
Dr.Phisan Santitamnont 5
The US. Land Remote Sensing Policy Act of 1992
• Landsat program returned to government operation, mandated that its data be made available at cost
• provision for the licensing of commercially operated remote sensing satellites
• 1999 commercial IKONOS satellite launched
Dr.Phisan Santitamnont 6
Chronology
• 2000s many commercial high-resolution launched
• 2005 Google Earth 3.0 becomes the major user of high-resolution satellite
• 2008 signed agreement with GeoEye-1 and prepare 2012 GeoEye-2 mission
Dr.Phisan Santitamnont 7Aug 2007 Dr.Phisan Santitamnont 7
Quickbird #0.61 m (2001)
GeoEye-1
#0.41 m (2008)
IKonos-2
#1 m (1999)
SPOT-5
#2.5 m (2003)
WorldView-1
#0.5 m (2008)
THEOS ธ�ออส#2 m (2008)
Dr.Phisan Santitamnont 8
High-resolution Satellite Imageries
• 1999 : IKONOS Pan#1.0 m• 2001 : QuickBird Pan#0.61 m• 2002 : SPOT-5 Pan#2.5 m• 2006 : ALOS Pan#2.5 m• 2007 : WorldView-1 Pan#0.4 m• 2008 : THEOS Pan#2 m• 2008 : GeoEye-1 Pan#0.43 m• 2012: GeoEye-2 Pan# 0.25 m ??
Dr.Phisan Santitamnont 9
Sensor Model• Rigorous Parametric Model (Orbital Model)
– For SPOT-5,ALOS,THEOS– perspective projection by frame e.g. aerial photography – Perspective projection line-by-line , push-broom,
moving single linear detector array on the focal plane• Replacement ( Rational Function Model : RFM)
– case : QuickBird,IKONOS– 3-D Rational function supplied with product– 3-D Rational function computed from GCPs
Dr.Phisan Santitamnont 10
ราคาแผนท�จากภาพถ�ายดาวเท�ยมรายละเอ�ยดส�ง
1,000 Baht/Sq.KM 10,000 Baht/Sq.KM.+/50-100 m. +/-1..0.4 m.
Dr.Phisan Santitamnont 11
ความส�มพ�นธ�ระหว�างพ�ก�ดอ�มเมจก�บพ�ก�ดว�ตถ�
Rational Function Model(cubic polynomials)
)3939~(:..,..,..,..
),,(:,,
),(::,
Zd Xd XYZd YZd XZd XYd Zd Yd Xd 1Zc Xc XYZc YZc XZc XYc Zc Yc Xc c
Zb Xb XYZb YZb XZb XYb Zb Yb Xb 1Za Xa XYZa YZa XZa XYa Za Ya Xa a
191190191190
319
287654321
319
2876543210
319
287654321
319
2876543210
+
+…++++++++++…+++++++++=
+…++++++++++…+++++++++=
polynomialcubictscoefficienfunctionrationalddccbbaa
elevationlongitudelatitudescoordinateobjectZYXcolumnlinescoordinateimageyx
y
x
pp
p
p
Dr.Phisan Santitamnont 1212
Normalized Rational Function
Dr.Phisan Santitamnont 13
RPC Biases
• DigitalGlobe’s WorldView-1 Satellite: Increased Image Collection Opportunity, by Philip Cheng and Chuck Chaapel
...
...
0
0
+⋅⋅+⋅+⋅+=∆+⋅⋅+⋅+⋅+=∆
LineSampleBLineBSampleBBRLineSampleALineASampleAAP
SLLs
SLLs
Dr.Phisan Santitamnont 14
WorldView-1 Sensor Refinementafter Cheng&Chaapel
Dr.Phisan Santitamnont 15
Example RPC from IKONOSO F F S E T
LINE_OFF: +5540.00 pixelsSAMP_OFF: +5470.00 pixels
LAT_OFF: +18.74020004 degreesLONG_OFF: +98.94059753 degreesHEIGHT_OFF: +842.000 meters
S C A L E
LINE_SCALE: +6972.00 pixelsSAMP_SCALE: +7703.00 pixels
LAT_SCALE: +0.06040000 degreesLONG_SCALE: +0.05480000 degreesHEIGHT_SCALE: +600.000 meters
Dr.Phisan Santitamnont 16
Example : IKONOS RPC - LineLINE_NUM_COEFF_1: +5.126440082676709E-04LINE_NUM_COEFF_2: +8.107643723487854E-01LINE_NUM_COEFF_3: -2.017990797758102E-01LINE_NUM_COEFF_4: -7.095409557223320E-03LINE_NUM_COEFF_5: +1.357850385829806E-03LINE_NUM_COEFF_6: -1.415262522641569E-05LINE_NUM_COEFF_7: -1.002094995783409E-05LINE_NUM_COEFF_8: -1.903933589346707E-04LINE_NUM_COEFF_9: -3.566308005247265E-04LINE_NUM_COEFF_10: +8.047554160839354E-07LINE_NUM_COEFF_11: +1.648443088697604E-07LINE_NUM_COEFF_12: -5.703462875317200E-07LINE_NUM_COEFF_13: +1.151551623479463E-05LINE_NUM_COEFF_14: -3.738494172011997E-07LINE_NUM_COEFF_15: +5.723961294279434E-06LINE_NUM_COEFF_16: -3.347716074131313E-06LINE_NUM_COEFF_17: +1.011000705375409E-07LINE_NUM_COEFF_18: -1.910687615236384E-06LINE_NUM_COEFF_19: -8.052054312202017E-08LINE_NUM_COEFF_20: +3.335755671685092E-09
LINE_DEN_COEFF_1: +1.000000000000000E+00LINE_DEN_COEFF_2: -2.402324898866937E-04LINE_DEN_COEFF_3: +1.970350043848157E-03LINE_DEN_COEFF_4: -9.962612530216575E-04LINE_DEN_COEFF_5: +6.829987796663772E-06LINE_DEN_COEFF_6: -2.126053459505783E-06LINE_DEN_COEFF_7: -2.352771389269037E-06LINE_DEN_COEFF_8: +3.301248625575681E-06LINE_DEN_COEFF_9: +2.234998464700766E-05LINE_DEN_COEFF_10: -3.700658339766960E-07LINE_DEN_COEFF_11: -6.862588719513951E-09LINE_DEN_COEFF_12: +1.931878212957372E-09LINE_DEN_COEFF_13: +2.601792781220524E-09LINE_DEN_COEFF_14: +1.781106817588807E-09LINE_DEN_COEFF_15: +1.046838615792467E-08LINE_DEN_COEFF_16: +1.526291271147784E-08LINE_DEN_COEFF_17: +4.082192639476290E-10LINE_DEN_COEFF_18: +2.580622604497762E-09LINE_DEN_COEFF_19: -2.583811742340458E-08LINE_DEN_COEFF_20: +2.116114783401457E-10
Dr.Phisan Santitamnont 17
Example : IKONOS RPC - SampleSAMP_NUM_COEFF_1: -1.008798699331237E-05SAMP_NUM_COEFF_2: +1.578782796859741E-01SAMP_NUM_COEFF_3: +8.484598994255066E-01SAMP_NUM_COEFF_4: -6.666941102594137E-03SAMP_NUM_COEFF_5: +5.125267853145488E-05SAMP_NUM_COEFF_6: +5.131273610459175E-06SAMP_NUM_COEFF_7: -1.126090413890779E-03SAMP_NUM_COEFF_8: +1.051116050803103E-04SAMP_NUM_COEFF_9: +1.713753445073962E-03SAMP_NUM_COEFF_10: +7.220215138659114E-06SAMP_NUM_COEFF_11: -1.375646434098599E-06SAMP_NUM_COEFF_12: -1.728069918272013E-07SAMP_NUM_COEFF_13: +8.261971743195318E-06SAMP_NUM_COEFF_14: -1.224103698405088E-07SAMP_NUM_COEFF_15: +5.640218205371639E-06SAMP_NUM_COEFF_16: +2.094774754368700E-05SAMP_NUM_COEFF_17: +6.102967020638062E-09SAMP_NUM_COEFF_18: +2.125393166352296E-06SAMP_NUM_COEFF_19: -2.417262976450729E-06SAMP_NUM_COEFF_20: +4.360036220951713E-10
SAMP_DEN_COEFF_1: +1.000000000000000E+00SAMP_DEN_COEFF_2: -2.402324898866937E-04SAMP_DEN_COEFF_3: +1.970350043848157E-03SAMP_DEN_COEFF_4: -9.962612530216575E-04SAMP_DEN_COEFF_5: +6.829987796663772E-06SAMP_DEN_COEFF_6: -2.126053459505783E-06SAMP_DEN_COEFF_7: -2.352771389269037E-06SAMP_DEN_COEFF_8: +3.301248625575681E-06SAMP_DEN_COEFF_9: +2.234998464700766E-05SAMP_DEN_COEFF_10: -3.700658339766960E-07SAMP_DEN_COEFF_11: -6.862588719513951E-09SAMP_DEN_COEFF_12: +1.931878212957372E-09SAMP_DEN_COEFF_13: +2.601792781220524E-09SAMP_DEN_COEFF_14: +1.781106817588807E-09SAMP_DEN_COEFF_15: +1.046838615792467E-08SAMP_DEN_COEFF_16: +1.526291271147784E-08SAMP_DEN_COEFF_17: +4.082192639476290E-10SAMP_DEN_COEFF_18: +2.580622604497762E-09SAMP_DEN_COEFF_19: -2.583811742340458E-08SAMP_DEN_COEFF_20: +2.116114783401457E-10
Dr.Phisan Santitamnont 18Dr.Phisan Santitamnont
Example with HypercubeReading IKONOS TIFF and RPC
line,sample, h φ, λ h = N+H ;H≡0 (assuming flat area)
Dr.Phisan Santitamnont 19
IKONOS
Dr.Phisan Santitamnont 20
Geo Product
• Most affordable but lowest positioning accuracy
• Not corrected for terrain distortions , RMSExy=50m CE90%
• No RPCs !!! Need to solve 39+39 unknowns , thus need 39 GCPs
• Cheap, 500-1,000 Baht per Sq.Km.
Dr.Phisan Santitamnont 21
Geo Ortho KIT
• Geo imagery with Image Geometry Model (IGM) ‘terrain independent’ virtual sensor model RPC
• Allow generation of precise ortho using local DEM and GCPs
• Expensive ! 62-98 USD/sq.km.
Dr.Phisan Santitamnont 22
GEOMETRIC PROCESSINGOF IKONOS GEO IMAGES WITH
DEMThierry Toutin
Natural Resources Canada, Canada Centre for Remote Sensing588 Booth Street, Ottawa, Ontario, Canada, K1A 0Y7
Dr.Phisan Santitamnont 23
Test
• Geo Product with full-scene 100 sq.km.• Two GCPs dataset
– RMSE +-4 m from map– RMSE +-1 m from GPS capture
Dr.Phisan Santitamnont 24
GCP RMSE=4m ; need 15-20 GCPsGCP RMSE=1m ; need 10 GCPs
Dr.Phisan Santitamnont 25
QuickBird
Dr.Phisan Santitamnont 26
QuickBird
• Basic Imagery Product– must order full-scene (US$ 6120)– Least processed , for later advanced processing– Including RPCs
• Ortho-ready Standard Product – Not include topography correction– can be ordered by sub-scene , B/W US$ 22 per
sq.km. (minimum 25 sq.km.)
Dr.Phisan Santitamnont 27
QuickBird End-Product
Orthorectified Product– Orthorectified with GTOPO30 and resample
into a cartographic project– Positional accuracy of 23m (CE90%)– Serveral level of refinements with more
accurate DEM and GCP– Price ranges from US$40 to US$90 per sq.km.– Cannot be further orthorectified
Dr.Phisan Santitamnont 28
Quickbird along-track viewing angle = -27.24/26.35
RPC Solution is dramatically improve starting with only one GCP!
ICP = Independent Check Point
Dr.Phisan Santitamnont 29
Geometrical Processing of Quickbird High-Resolution Satellite Data
F.Volpe, Eurimage S.p.A., ROMA, [email protected]
• Two type of GCPs and Terrain tested with QB Basic Product
GCPs from 1:5,000 topo map # 0.3175 meter , DEM raster 10 meter posting RMSEz< 5 m. LE90% applied to QB over 150-840m relief
GCPs from GPS collected points RMSExy<1m. RMSEz<2m applied to QB over 13-125 m. relief
Dr.Phisan Santitamnont 30Dr.Phisan Santitamnont
Geometrical Processing of Quickbird High-Resolution Satellite Data
F.VolpeEurimage S.p.A., ROMA, [email protected]
1
2
Dr.Phisan Santitamnont 31
Processing with PCI
Dr.Phisan Santitamnont 32
Processing Quickbird with PCIToutin’s model (Satellite Orbital
Modeling)
• Minimum 6 accurate GCPs
Dr.Phisan Santitamnont 33
RPC processing with PCI
• Where GCPs is inadequate• Typical 1 to 4 GCPs are recommended• RPCs files are store outside the image file
– For QuickBird *.RBP– For IKONOS *_rpc.txt
Dr.Phisan Santitamnont 34
Processing RPCs
Dr.Phisan Santitamnont 35
Orthorectification
Dr.Phisan Santitamnont 36
Influence of DEM Accuracy and Orthorectification
อ�ทธ�พลของความละเอ�ยดถ�กต�องของแบบจ�าลองระด�บ
Dr.Phisan Santitamnont 37
แบบจ�าลองระด�บ (DEM in Thailand)
• MoAC Mapping Project : จากโครงการแผนท�#ฯของกระทรวงเกษตรและสหกรณ( (กรมพ�ฒนาท�#ด�น)– ระวางละ 2 x 2 ตร.กม (1,000 บาทต*อระวาง)– DEM GSD= 5 เมตร� σHor = 1 m ; σver = 2-4 m
• แบบจ�าลองระด�บ SRTM หร+อ DTED-2 (1:50,000)– DEM GSD =30 /90 เมตร� σHor = 20 m ; σver = 15 m
Dr.Phisan Santitamnont 38
ASTER Global Digital Elevation Model (ASTER G-DEM)
• MITI/Japan ร*วมก�บ NASA/JPL• ใช� VNIR / ASTER Stereo (Band 3N/3B) #15
m• จะได� DEM ท�#วโลก ท�#ความระยะห*างจ�ดระด�บ 30 เมตร• ความละเอ�ยดถ�กต�องค*าระด�บ 7-10 เมตร• ให�ใช�ฟร�
Dr.Phisan Santitamnont 39Aug 2007 Dr.Phisan Santitamnont 39
เส�นช�!นความส�ง SRTM-3 (1:50,000) ก�บ LDD DEM/Ortho (1:4,000)
Using Dept. of Land Development ‘s DEM at scale 1:4,000
SRTM-3(1:50,000)
LDD DEM/Ortho1:4,000
Dr.Phisan Santitamnont 40
ความคลาดเคล$อนของจ&ดภาพ Δr เน$องจากความส�งต(าของภ�ม)ประเทศ
Relief Displacement
∆H
HAGL
P
P′
O
O′
H
f
p′p
R
r′
H-∆H
r
∆r
O″
O′″
Dr.Phisan Santitamnont 41
QB Supplemental Files
Dr.Phisan Santitamnont 42
Product Levels
Ortho Kit
Dr.Phisan Santitamnont 43
Sensor Model and Minimum GCPs
Dr.Phisan Santitamnont 44
Virtual GCP 3D Registration
1,4000 LDD DEM
1:4,000 Ortho map Satellite Image
Dr.Phisan Santitamnont 45
Field of ViewAerial Camera
VSSatellite Sensor
2-4 กม
600-800 km
2-4 กม
FOV
1-2°
FOV
75-90°
10-20 กม
Dr.Phisan Santitamnont 46
DEM Accuracy (∆H), off-nadir (∆η)
η
Off-nadir
∆X
∆H
δ incident angle
and plan. Error(∆X)
Dr.Phisan Santitamnont 47
Viewing Angle Versus Incident Angle
γ
ι
Dr.Phisan Santitamnont 48Dr.Phisan Santitamnont
Planimetric accuracy on orthophoto results from DEM quality and
viewing angle