Multispectral image sharpening using wavelet transform techniques and spatial correlation of edges

被引:2
作者
Lemeshewsky, GP [1 ]
Schowengerdt, RA [1 ]
机构
[1] US Geol Survey, Reston, VA 20192 USA
来源
ALGORITHMS FOR MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL IMAGERY VI | 2000年 / 4049卷
关键词
image sharpening; edge correlation; shift-invariant wavelet transform; NIR;
D O I
10.1117/12.410376
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Several reported image fusion or sharpening techniques are based on the discrete wavelet transform (DWT). The technique described here uses a pixel-based maximum selection rule to combine respective transform coefficients of lower spatial resolution near-infrared (NIR) and higher spatial resolution panchromatic (pan) imagery to produce a sharpened NIR image. Sharpening assumes a radiometric correlation between the spectral band images. However, there can be poor correlation, including edge contrast reversals (e.g., at soil-vegetation boundaries), between the fused images and, consequently, degraded performance. To improve sharpening, a local area-based correlation technique originally reported for edge comparison with image pyramid fusion is modified for application with the DWT process. Further improvements are obtained by using redundant, shift-invariant implementation of the DWT. Example images demonstrate the improvements in NIR image sharpening with higher resolution pan imagery.
引用
收藏
页码:522 / 531
页数:10
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