Three-step hyperspectral image fusion method based on spectrum reconstruction
A hyperspectral image and spectral reconstruction technology, applied in image enhancement, image data processing, 3D modeling, etc., can solve problems such as poor spatial resolution, affect visual effects, and image spectral distortion, reduce spectral distortion, Enhance image quality and improve the effect of hyperspectral spatial resolution
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[0019] The application method of the present invention will be further described below in conjunction with the accompanying drawings and examples.
[0020] 1) Obtain the hyperspectral image and high spatial resolution image data to be fused, and initialize relevant parameters:
[0021] The experimental data to be tested is the Texas hyperspectral image collected by HYDICE in the United States. The image size is 307×306 pixels and the number of bands is 210. Because the image quality of the 4th band of the data is very high, the 4th band is selected as the image X with high spatial resolution; the data is compressed and sampled at 1:4, that is, every 4 pixels are sampled once to obtain a new high-resolution image X. The spectral data is the fused hyperspectral image x; set the band sampling ratio r=3. Both images are derived from the same original data, so the image space matching process can be omitted.
[0022] 2) Band selection:
[0023] Use the band selection matrix to s...
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