Haze detection and removal in high resolution satellite image with wavelet analysis

被引:108
作者
Du, Y [1 ]
Guindon, B
Cihlar, J
机构
[1] Intermap Technol Inc, Ottawa, ON K2E 1A2, Canada
[2] Canada Ctr Remote Sensing, Ottawa, ON K1A 0Y7, Canada
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2002年 / 40卷 / 01期
关键词
haze detection and removal; multiple spectral scanner (MSS); satellite high resolution image;
D O I
10.1109/36.981363
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A procedure for haze detection and removal from high-resolution satellite images using wavelet analysis (HAWAT) has been developed. It involves the analysis of the low spatial frequency information content of a scene. The image contaminated by haze is decomposed into different spatial layers with wavelet transforms. Although haze is distributed in the lower frequency layer, this layer may also contain a component of land cover that is spatially and temporally relatively stable. A haze-free reference image of the same area is used to characterize land cover. The component of the characterized land cover is then subtracted with wavelet analysis. The residual wavelet coefficients are used to construct a spatially varying mask for subsequent haze detection and removal. After smoothing, the mask is subtracted from the contaminated image to obtain a corrected image with haze-off characteristics. Both visual inspection and statistical accuracy assessment show that the haze calibration is valid and robust.
引用
收藏
页码:210 / 217
页数:8
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