Title :
Resolution enhancement for hyperspectral data of China´s first lunar orbiter Chang´e-I
Author :
Zhang, Junping ; Zhang, Xiao ; Zou, Bin ; Tang, Wenyan
Author_Institution :
Dept. of Inf. Eng., Harbin Inst. of Technol., Harbin, China
Abstract :
China´s first lunar orbiter Chang´e-1 (CE-1) has the capability to concurrently capture hyperspectral imagery with resolution of 200 m along with CCD imagery with a higher resolution of 120 m. To better serve for future lunar terrain exploration, and preparation work for the landing of probe vehicle, resolution of hyperspectral images from CE-1 needs to be enhanced. In order to make use of information from a high-resolution CCD sensor, this paper introduces a resolution enhancing method combining MAP estimation with SMM, and develops an iteration optimization algorithm and a Possion optimization algorithm. Through a set of experiments, it is demonstrated that the proposed method is more effective for practical use compared with conventional methods in resolution enhancement of hyperspectral imageries of CE-1.
Keywords :
Poisson distribution; artificial satellites; astronomical image processing; image enhancement; image resolution; iterative methods; lunar surface; maximum likelihood estimation; optimisation; stochastic processes; CCD imagery; Chang´e-1; China; Poisson optimization algorithm; hyperspectral imagery; iteration optimization algorithm; lunar orbiter; lunar terrain exploration; maximum likelihood estimation; probe vehicle landing; resolution enhancement; stochastic spectra mixing model; Charge coupled devices; Estimation; Hyperspectral imaging; Moon; Spatial resolution; Chang´e-1; Spatial and spectral enhancement; lunar; unmixing;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4577-1003-2
DOI :
10.1109/IGARSS.2011.6049464