TY - GEN
T1 - Distributed coding techniques for onboard lossless compression of multispectral images
AU - Zhang, Jinrong
AU - Li, Houqiang
AU - Chang, Wen Chen
PY - 2009
Y1 - 2009
N2 - In this paper, we propose a low complexity lossless compression scheme for multispectral images based on distributed coding. Data decorrelation operations are moved to decoder on the ground in order to design a lightweight yet very efficient encoder suitable for onboard applications. The decoder with abundant resources will perform spectral-spatial adaptive fuzzy prediction to generate high quality side information for distributed coding by capturing the spatially varying spectral correlation. The LDPC decoding is integrated with Markov random field (MRF) modeling aiming at joint exploitation of spectral correlation and spatial correlation. Simulations have been carried out to demonstrate that the proposed scheme is able to provide competitive performance with respect to the state-of-the-art 3D DPCM technique but with significantly lower encoding complexity.
AB - In this paper, we propose a low complexity lossless compression scheme for multispectral images based on distributed coding. Data decorrelation operations are moved to decoder on the ground in order to design a lightweight yet very efficient encoder suitable for onboard applications. The decoder with abundant resources will perform spectral-spatial adaptive fuzzy prediction to generate high quality side information for distributed coding by capturing the spatially varying spectral correlation. The LDPC decoding is integrated with Markov random field (MRF) modeling aiming at joint exploitation of spectral correlation and spatial correlation. Simulations have been carried out to demonstrate that the proposed scheme is able to provide competitive performance with respect to the state-of-the-art 3D DPCM technique but with significantly lower encoding complexity.
KW - Distributed coding
KW - Lossless compression
KW - Low complexity encoding
KW - Multispectral images
UR - https://www.scopus.com/pages/publications/70449587541
U2 - 10.1109/ICME.2009.5202456
DO - 10.1109/ICME.2009.5202456
M3 - Conference contribution
AN - SCOPUS:70449587541
SN - 9781424442911
T3 - Proceedings - 2009 IEEE International Conference on Multimedia and Expo, ICME 2009
SP - 141
EP - 144
BT - Proceedings - 2009 IEEE International Conference on Multimedia and Expo, ICME 2009
T2 - 2009 IEEE International Conference on Multimedia and Expo, ICME 2009
Y2 - 28 June 2009 through 3 July 2009
ER -