DocumentCode
2197503
Title
High performance GCP-based Particle Swarm Optimization of orthorectification of airborne pushbroom imagery
Author
Reguera-Salgado, Javier ; Martín-Herrero, Julio
Author_Institution
Dept. Signal Theor. & Commun., Univ. of Vigo, Vigo, Spain
fYear
2012
fDate
22-27 July 2012
Firstpage
4086
Lastpage
4089
Abstract
We present an evolutionary method for Ground Control Pointbased nonlinear registration of airborne pushbroom imagery, based on an implementation of Particle Swarm Optimization (PSO). The proposed method uses previous work for real-time GPU-based geocorrection of airborne pushbroom imagery. By projecting each acquired line onto a Digital Terrain Model (DTM) from the position and attitude of the camera at the time of acquisition, an orthoimage is generated. Using geocorrection as optimization function, the speed achieved allows using evolutionary methods in feasible time, enabling hundreds of repeated approximations during rectification, in contrast to classical geocorrection methods. In our approach, taking advantage of the speed and parallelization of Graphic Processing Units (GPU) by means of CUDA, PSO is used to find the best match between the projected pixels and a number of Ground Control Points, compensating any systematic errors in the navigation data used for the generation of the orthoimage.
Keywords
aircraft navigation; approximation theory; error compensation; evolutionary computation; geophysical image processing; graphics processing units; image registration; parallel architectures; particle swarm optimisation; terrain mapping; CUDA; DTM; GCP; GPU; PSO; airborne pushbroom imagery; approximation theory; camera; digital terrain model; evolutionary method; geocorrection method; graphic processing unit; ground control point-based nonlinear registration; navigation; orthoimage generation; orthorectification; particle swarm optimization; systematic error compensation; Convergence; Graphics processing units; Libraries; Navigation; Particle swarm optimization; Programming; Real-time systems; Airborne Pushbroom Imagery; GPU; Ground Control Point; Orthorectification; Particle Swarm Optimization;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location
Munich
ISSN
2153-6996
Print_ISBN
978-1-4673-1160-1
Electronic_ISBN
2153-6996
Type
conf
DOI
10.1109/IGARSS.2012.6350729
Filename
6350729
Link To Document