Title
Satellite Images Geometric Correction Based On Non-Parametric Algorithms And Self-Extracted Gcps
Abstract
The geometric correction of high resolution satellite images can be carried out through generic non-parametric models that relates image to terrain coordinates. Traditional approaches to image geocoding relies on the measurement of a sufficient number of GCPs in both the ground and the image reference systems. Non-parametric models require a large number of GCPs well distributed on the whole scene, but the GCP identification and collection is a widely time-consuming operation and not always a simple task. Authors have developed two procedures for geometric correction based respectively on the Rational Function Model (RFM) and on a new neural network approach (MLP, Multi Layer Perceptron), and a procedure for automatic Ground Control Points (GCPs) extraction (AGE, Automatic GCPs Extraction) by means of a multi-resolution Least Squares Matching technique. This paper concerns about a new orthorectification procedure based on the sequential application of AGE, MLP and RFM algorithms for georeferencing high resolution satellite images. Tests have been carried out on Eros-A1 satellite images, using as reference maps available aerial orthoimages at a map scale of 1:10,000. A Case study is presented.
Year
DOI
Venue
2004
10.1109/IGARSS.2004.1369939
IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET
Keywords
Field
DocType
high resolution, remote sensing, self-extracted ground control points, rational function model, neural network
Scale (map),Computer science,Remote sensing,Terrain,Artificial intelligence,Artificial neural network,Iterative reconstruction,Computer vision,Satellite,Geocoding,Algorithm,Image resolution,Orthophoto
Conference
ISSN
Citations 
PageRank 
2153-6996
0
0.34
References 
Authors
1
4
Name
Order
Citations
PageRank
Marco Gianinetto1369.44
Marco Scaioni29716.34
Enrico Borgogno Mondino393.29
Fabio Giulio Tonolo4113.03