Automated Geometric Correction of High-resolution Pushbroom Satellite Data

In this article, we present the use of the Automatic Ground control points Extraction technique (AGE) for increasing the automation in the geometric correction of high-resolution satellite imagery. The method is based on an image-to-image matching between the satellite data and an already geocoded image (i.e., a digital orthophoto). By using an adaptive least squares matching algorithm which implements a very robust outlier rejection technique, AGE can automatically measure many hundreds of topographic features (TFs) on the images, whose cartographic coordinates are derived from the geocoded image and elevations are extracted from an associated digital elevation model (DEM). The AGE technique has been tested for different high-resolution data: (a) 0.62-meter QuickBird panchromatic data (basic imagery processing level), (b) 2.5-meter SPOT-5/HRG panchromatic supermode data (standard 1B processing level), and (c) 1-meter Ikonos panchromatic data (standard Geo product processing level) collected in the Northern of Italy, both in flat (Torino Caselle test site) and mountain areas (Lecco test site). Regardless the relative image resolution between the satellite and the aerial data (1-meter) and regardless the processing level of the original satellite data, a similar TFs density has been obtained for both the QuickBird and the SPOT-5/HRG data (4.4 GCPs/km 2 and 4.1 GCPs/km 2 ) respectively, with a geomet

[1]  Ian Dowman,et al.  An improved model for automatic feature-based registration of SAR and SPOT images , 2001 .

[2]  E. Stylianidis,et al.  A NEW DIGITAL INTEREST POINT OPERATOR FOR CLOSE-RANGE PHOTOGRAMMETRY , 2003 .

[3]  Rachid Deriche,et al.  A Robust Technique for Matching two Uncalibrated Images Through the Recovery of the Unknown Epipolar Geometry , 1995, Artif. Intell..

[4]  Wenzhong Shi,et al.  Analysis of Terrain Elevation Effects on Ikonos Imagery Rectification Accuracy by Using Non-Rigorous Models , 2003 .

[5]  A. Habib,et al.  AUTOMATIC MATCHING AND THREE-DIMENSIONAL RECONSTRUCTION OF FREE-FORM LINEAR FEATURES FROM STEREO IMAGES , 2003 .

[6]  A. Gruen ADAPTIVE LEAST SQUARES CORRELATION: A POWERFUL IMAGE MATCHING TECHNIQUE , 1985 .

[7]  Clive S. Fraser,et al.  Processing of Ikonos imagery for submetre 3D positioning and building extraction , 2002 .

[8]  Thierry Toutin,et al.  Review article: Geometric processing of remote sensing images: models, algorithms and methods , 2004 .

[9]  Erle C. Ellis,et al.  Spatial accuracy of orthorectified IKONOS imagery and historical aerial photographs across five sites in China , 2005 .

[10]  A. Ardeshir Goshtasby,et al.  Piecewise linear mapping functions for image registration , 1986, Pattern Recognit..

[11]  Jordi Inglada,et al.  On the possibility of automatic multisensor image registration , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[12]  Marco Gianinetto,et al.  Satellite images geometric correction based on non-parametric algorithms and self-extracted GCPs , 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

[13]  Christopher G. Harris,et al.  A Combined Corner and Edge Detector , 1988, Alvey Vision Conference.

[14]  A. Ardeshir Goshtasby,et al.  Image registration by local approximation methods , 1988, Image Vis. Comput..

[15]  Marco Corvi,et al.  Multiresolution image registration , 1995, Proceedings., International Conference on Image Processing.

[16]  Samuel F. Atkinson,et al.  Accuracy of rectification using topographic map versus GPS ground control points , 2001 .

[17]  Peter J. Rousseeuw,et al.  Robust Regression and Outlier Detection , 2005, Wiley Series in Probability and Statistics.

[18]  C. Vincent Tao,et al.  Photogrammetric exploitation of IKONOS imagery for mapping applications , 2004 .

[19]  G. Büyüksalih,et al.  SPOT REVISITED : ACCURACY ASSESSMENT , DEM GENERATION AND VALIDATION FROM STEREO SPOT 5 HRG IMAGES , 2005 .

[20]  Gene Dial,et al.  IKONOS ACCURACY WITHOUT GROUND CONTROL , 2002 .

[21]  M. Gianinetto Automatic topographic features extraction from Pléiades HR and OrbView-5 simulated data. , 2005 .

[22]  C. Fraser,et al.  Quality Assessment Of Digital Surface Models Generated From IKONOS Imagery , 2005 .

[23]  C. Morandi,et al.  Registration of Translated and Rotated Images Using Finite Fourier Transforms , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[24]  Christian Heipke,et al.  Automation of interior, relative, and absolute orientation , 1997 .

[25]  Murat Oruç,et al.  Spot Revisited: Accuracy Assessment, Dem Generation and Validation from Stereo Spot 5 Hrg Images , 2005 .

[26]  Clive S. Fraser,et al.  Geopositioning Accuracy of Ikonos Imagery: Indications from Two Dimensional Transformations , 2001 .

[27]  Harvey F. Silverman,et al.  A Class of Algorithms for Fast Digital Image Registration , 1972, IEEE Transactions on Computers.

[28]  Orientation and Automated Dsm Generation from Spot-5/hrs Stereo Images , 2004 .

[29]  Simon R. Arridge,et al.  Non-linear Registration using a Finite Element Method , 1999, BMVC.

[30]  ORTHORECTIFICATION AND GEOMETRIC QUALITY ASSESSMENT OF VERY HIGH SPATIAL RESOLUTION SATELLITE IMAGERY FOR COMMON AGRICULTURAL POLICY PURPOSES , 2004 .

[31]  R. Passini ACCURACY OF DIGITAL ORTHOPHOTOS FROM HIGH RESOLUTION SPACE IMAGERY , 2003 .

[32]  B. S. Manjunath,et al.  Registration Techniques for Multisensor Remotely Sensed Imagery , 1996 .

[33]  R. Reulke,et al.  Remote Sensing and Spatial Information Sciences , 2005 .

[34]  M. Scaioni,et al.  Fusion of aerial and satellite imagery over the city of Venezia , 2003, 2003 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas.

[35]  Tao,et al.  An update on the use of rational functions for photogrammetric restitution , 2002 .

[36]  Clive S. Fraser,et al.  Accuracy assessment of QuickBird stereo imagery , 2004 .

[37]  Zhang Li,et al.  AUTOMATIC DSM GENERATION FROM LINEAR ARRAY IMAGERY DATA , 2004 .

[38]  Marco Gianinetto,et al.  Experiences in upgrading of large databases of satellite images , 2004 .