Title :
Multi-scale decomposition for remote sensing image processing
Author :
Lijia, Zhou ; Zhibo, Qian ; Guanlei, Xu
Author_Institution :
Coll. of Marine Eng., Northwest Ploytechnical Univ., Xi´´an, China
Abstract :
Based on image gradients, an alternative image multi-scale decomposition approach for remote sensing image processing is derived through solving a Poisson equation in this paper. First, the image gradients are obtained. Second, the gradients with given magnitudes are attenuated using some operators. Finally, the modified gradients are used to solve a Poisson equation to obtain the smooth base layer and thus the detail layer. This multi-scale decomposition approach is used for remote sensing image enhancement and remote sensing image smoothing, which outperforms the other methods such as bilateral filter (BLF) and weighted least squares based multi-scale decomposition (WLSMD) in edge-preserving image decomposition via experiments.
Keywords :
Poisson equation; image enhancement; least squares approximations; remote sensing; Poisson equation; bilateral filter; edge-preserving image decomposition; image gradients; image multiscale decomposition; remote sensing image enhancement; remote sensing image processing; remote sensing image smoothing; smooth base layer; weighted least squares based multiscale decomposition; Attenuation; Equations; Image edge detection; Remote sensing; Smoothing methods; Variable speed drives; Gradient; Image Enhancement; Multi-Scale Decomposition; Poisson equation; Remote Sensing Image; Smoothing;
Conference_Titel :
Consumer Electronics, Communications and Networks (CECNet), 2011 International Conference on
Conference_Location :
XianNing
Print_ISBN :
978-1-61284-458-9
DOI :
10.1109/CECNET.2011.5768501