Title :
Comprehensive review of evolution of satellite sensor specifications against speedup performance of pattern recognition algorithms in remote sensing
Author :
Balakrishna Gokaraju;Shanti Bhushan;Valentine Anantharaj;Anish C. Turlapaty;Daniel A. Doss
Author_Institution :
Dept. of CIS & Technology, University of West Alabama Center for Advanced Vehicular Systems, 35470, United States
Abstract :
The objectives of this study are as follows: (i) Discuss the necessity of HPC in remote sensing community towards contemporary scientific solution requirements; (ii) Investigate the speedup in performance of the template matching algorithm with FFT parallelization using hybrid Central Processing Units (CPUs)/Graphics Processing Units (GPUs); (iii) Apply the speedup algorithms for detection of real-time man-made structures such as buildings from remote sensing datasets, for constructing a 3-Dimensional city modelling.
Keywords :
"Remote sensing","Spatial resolution","Satellites","Parallel processing","Pattern recognition","Signal processing algorithms","High performance computing"
Conference_Titel :
Applied Imagery Pattern Recognition Workshop (AIPR), 2015 IEEE
Electronic_ISBN :
2332-5615
DOI :
10.1109/AIPR.2015.7444540