Title :
Smoothing of fused spectral consistent satellite images with TV-based edge detection
Author :
Sveinsson, Johannes R. ; Aanaes, Henrik ; Benediktsson, Atli
Author_Institution :
Univ. of Iceland, Reykjavik
Abstract :
Several widely used methods have been proposed for fusing high resolution panchromatic data and lower resolution multi-channel data. However, many of these methods fail to maintain the spectral consistency of the fused high resolution image, which is of high importance to many of the applications based on satellite data. Additionally, most conventional methods are loosely connected to the image forming physics of the satellite image, giving these methods an ad hoc feel. Vesteinsson et al. [1] proposed a method of fusion of satellite images that is based on the properties of imaging physics in a statistically meaningful way and was called spectral consistent panshapening (SCP). In this paper we improve this framework for satellite image fusion by introducing a better image prior, via data-dependent image smoothing. The dependency is obtained via total variation edge detection method.
Keywords :
edge detection; geophysical signal processing; image fusion; remote sensing; fused high resolution image; image forming physics; image smoothing; satellite image fusion; spectral consistency; spectral consistent panshapening; total variation edge detection; High-resolution imaging; Humans; Image edge detection; Image fusion; Image resolution; Informatics; Physics; Pixel; Satellite broadcasting; Smoothing methods;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2007. IGARSS 2007. IEEE International
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-1211-2
Electronic_ISBN :
978-1-4244-1212-9
DOI :
10.1109/IGARSS.2007.4422794