Title :
A fast variational fusion approach for pan-sharpening
Author :
Zhou, Ze-Ming ; Li, Yuan-Xiang ; Shi, Han-Qing ; Ma, Ning ; He, Chun ; Zhang, Peng
Author_Institution :
Inst. of Meteorol., PLA Univ. of Sci. & Technol., Nanjing, China
Abstract :
A fast variational fusion model based on partial differential equation (PDE) is presented for pan-sharpening. The functional is constructed with several energy terms. The gradient energy term is created by calculating the gradient vector field of the panchromatic image. The visualization energy term is used for improving the perceptual effect and the spectral preserving energy term is designed for enforcing the spectral coherence. The channel correlation energy term and the radiometric reduction energy term are defined to preserve the correlation of multi-spectral channels and decrease the radiometric distortion. Inspired by the shock-filtering model, an inverse diffusion term for image enhancement is put to PDEs which is deduced by minimizing the energy functional. In comparison with the fusion models based on discrete wavelet transform, à trous wavelet transform and the contrast-based PDE, it is shown that our model can improve the spatial resolution of the multi-spectral bands while preserving the spectral quality more effectively. Our model´s computational complexity for one time step is only O(N).
Keywords :
computational complexity; correlation methods; filtering theory; geophysical image processing; gradient methods; image enhancement; image fusion; partial differential equations; radiometry; remote sensing; spectral analysis; wireless channels; PDE; channel correlation energy term; computational complexity; fast variational fusion model; gradient energy term; gradient vector field; image enhancement; inverse diffusion term; multispectral channel correlation; pan-sharpening; panchromatic image; partial differential equation; radiometric distortion; radiometric reduction energy term; remote sensing image fusion; shock-filtering model; spectral preserving energy term; visualization energy term; Computational modeling; Correlation; Discrete wavelet transforms; Image fusion; Mathematical model; Multiresolution analysis; Spatial resolution; contrast-based fusion; fast variational fusion; pan-sharpening; remote sensing image;
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
DOI :
10.1109/ICOSP.2010.5655874