A method of image data fusion is proposed, which applies a stationary or redundant wavelet decomposition to merge multispectral and panchromatic images. Couples of subbands of corresponding frequency content are locally merged if a correlation condition is satisfied, and the fused image is produced by taking the inverse transform. A local correlation coefficient between the low-frequency subband of the high-resolution image and the corresponding subband of the up-sampled multispectral image is used in order to pilot the fusion process. The experimental results prove that the method incorporates contextual spatial information and reduces possible over-enhancement of the multispectral data on the image regions having higher spectral content, as in the case of urban areas or other highly textured regions.
Garzelli, A., Soldati, F. (2001). Context-driven image fusion of multispectral and panchromatic data based on a redundant wavelet representation. In Proc. IEEE/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (pp.122-126). IEEE [10.1109/DFUA.2001.985739].
Context-driven image fusion of multispectral and panchromatic data based on a redundant wavelet representation
GARZELLI, ANDREA;
2001-01-01
Abstract
A method of image data fusion is proposed, which applies a stationary or redundant wavelet decomposition to merge multispectral and panchromatic images. Couples of subbands of corresponding frequency content are locally merged if a correlation condition is satisfied, and the fused image is produced by taking the inverse transform. A local correlation coefficient between the low-frequency subband of the high-resolution image and the corresponding subband of the up-sampled multispectral image is used in order to pilot the fusion process. The experimental results prove that the method incorporates contextual spatial information and reduces possible over-enhancement of the multispectral data on the image regions having higher spectral content, as in the case of urban areas or other highly textured regions.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11365/5183
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