DocumentCode
2192148
Title
Hardware acceleration of the Integer Karhunen-Loève Transform algorithm for satellite image compression
Author
Egho, Chafik ; Vladimirova, Tanya
Author_Institution
Surrey Space Centre, Univ. of Surrey, Guildford, UK
fYear
2012
fDate
22-27 July 2012
Firstpage
4062
Lastpage
4065
Abstract
The use of the Integer Karhunen-Loéve Transform (Integer KLT) for spectral decorrelation in lossless compression of hyperspectral satellite images results in improved performance. However, the Integer KLT algorithm consists of sequential processes, which are computationally intensive, such as the covariance and eigenvector evaluations, matrix factorisation and lifting. These processes slow down the overall computation of the Integer KLT transform significantly. The acceleration of these processes within the context of limited power and hardware budgets is the main objective of this paper. The computations of each of these processes are investigated thoroughly by breaking them down into primitive arithmetic operations. Subsequently, a comprehensive analysis of these computations is presented to inspect the possibility and feasibility of different hardware mappingoptions. The proposed designs are implemented on a System-on-a-Chip platform, which incorporates a 32-bit hardwired microcontroller and a co-processing unit built within a field programmable gate array fabric. A novel architecture is proposed offering accelerated processing and low power consumption. The proposed solution is not only suitable for space applications, but also for different mobile and medical applications.
Keywords
covariance matrices; data compression; decorrelation; eigenvalues and eigenfunctions; field programmable gate arrays; geophysical image processing; image coding; image sequences; matrix decomposition; microcontrollers; system-on-chip; transforms; comprehensive analysis; coprocessing unit; covariance evaluation; eigenvector evaluation; field programmable gate array fabric; hardware acceleration; hardware mapping option; hardwired microcontroller; hyperspectral satellite image lossless compression; integer KLT algorithm; integer Karhunen-Loéve transform algorithm; matrix factorisation; medical application; mobile application; primitive arithmetic operation; sequential processing; space application; spectral decorrelation; system-on-a-chip platform; word length 32 bit; Acceleration; Covariance matrix; Field programmable gate arrays; Hardware; Hyperspectral imaging; Image coding; System-on-a-chip; Hardware Acceleration; Hyperspectral Image Lossless Compression; Integer KLT; Satellites; System-on-a-Chip;
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.2012.6350517
Filename
6350517
Link To Document