DocumentCode :
147098
Title :
Embedded Transform Coding Based Lossless Compression in Compressive Spectral Imaging with Coded Aperture
Author :
Pinghao Li ; Hongkai Xiong ; Arguello, Henry ; Arce, Gonzalo R.
Author_Institution :
Dept. of Electron. Eng., Shanghai Jiao Tong Univ., Shanghai, China
fYear :
2014
fDate :
26-28 March 2014
Firstpage :
414
Lastpage :
414
Abstract :
Summary form only given. The multi-shot Coded Aperture Snapshot Spectral Imaging system (CASSI) is an imaging architecture that senses the spectral imaging information of a 3D cube using a 2D focal plane array snapshot. Modeled as the summation of coded and shifted versions of different spectral voxels, the compressive CASSI measurements are difficult to be further compressed due to little correlation and redundancy. This paper is dedicated to retaining the correlations in the original data cube by an embedded transform coding on the compressive measurements. Through statistical modeling, the transformed measurements prove to be more approximate to the distribution of original spectral images than the compressive measurements. Meanwhile, bit-plane coding for the transformed measurements is applied by taking advantage of the known code aperture. The significant performance of this embedded coder on random compressive measurements is evaluated for different number of snapshots.
Keywords :
data compression; image coding; matrix algebra; transform coding; transforms; 2D focal plane array snapshot; 3D cube; bit plane coding; code aperture; coded aperture snapshot spectral imaging system; compressive CASSI measurements; compressive spectral imaging; embedded transform coding; image compression methods; image matrix; lossless compression technique; mean filter-based transform; remainder matrix; spectral imaging information; Apertures; Educational institutions; Image coding; Imaging; Transform coding; Transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Compression Conference (DCC), 2014
Conference_Location :
Snowbird, UT
ISSN :
1068-0314
Type :
conf
DOI :
10.1109/DCC.2014.26
Filename :
6824466
Link To Document :
بازگشت