Information extraction method applicable to hyperspectral image

An information extraction and hyperspectral technology, applied in the field of information extraction of hyperspectral images, can solve the problems that the advantages of hyperspectral information cannot be fully reflected, the extraction accuracy of mixed pixels is not high, and the amount of information loss is large, so as to reduce data processing. Quantity, good reference significance, and the effect of reducing interference

Active Publication Date: 2012-07-25
BEIJING RES INST OF URANIUM GEOLOGY
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Problems solved by technology

For more advanced data acquisition, the original data processing methods have different defects. For example, the advantages of hyperspectral information cannot be fully reflected due to principal component transformation, and the amount of information loss is large; spectral angle analysis and spectral matched filtering are effective for the extraction of mixed pixels The accuracy is not high, and it is greatly affected by noise

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  • Information extraction method applicable to hyperspectral image
  • Information extraction method applicable to hyperspectral image
  • Information extraction method applicable to hyperspectral image

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Embodiment Construction

[0028] The present invention comprises the following steps in turn:

[0029] The first step is to obtain the imaging spectral image, and preprocess the imaging spectral image to obtain the preprocessed imaging spectral image; the preprocessing includes radiation correction, atmospheric correction and geometric correction;

[0030] The second step is to resample the standard spectral curve or the measured spectral curve of the ground object sample in the spectral library according to the preprocessed imaging spectral image, and obtain the standard spectral curve or the measured spectral curve of the ground object sample for one resampling, so that one resampling The standard spectral curve or measured spectral curve of the ground object sample is consistent with the spectral range and wavelength spacing of the preprocessed imaging spectral image;

[0031] The third step is to find the bands and discriminant bands with obvious slope changes in the standard spectral curve or the ...

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Abstract

The invention relates to an information extraction method applicable to a hyperspectral image, sequentially comprising the following steps of: firstly, acquiring an imaging spectral image; secondly, resampling a ground object sample standard spectral curve; thirdly, finding an obvious wave band of the ground object sample standard spectral curve and judging the wave band; fourthly, resampling theimaging spectral image; fifthly, carrying out secondary resampling on the ground object sample standard spectral curve; sixthly, judging a type of a spectral genetic wave band; seventhly, comparing the ground object sample standard spectral curve with the type of a corresponding wave band in an image element spectral curve of the imaging spectral image, and judging whether the same ground object is represented; and eighthly, obtaining a sum of depths of all the spectral gene wave bands, wherein the larger the sum of the depths of the spectral gene wave bands is, the higher abundance of the ground object on earth surface is. By adopting the information extraction method disclosed by the invention, amount of data processing is reduced, interference of characteristic sum noise of other ground objects is reduced, processing speed and accuracy are improved, and good effect on processing of the hyperspectral image is achieved.

Description

technical field [0001] The invention relates to an information extraction method applicable to hyperspectral images, in particular to an information extraction method applicable to hyperspectral images that involves the classification of spectral bands of ground objects and uses different band types to extract corresponding information. Background technique [0002] With the improvement of hyperspectral image space and spectral resolution, the amount of corresponding data also increases, which requires continuous improvement of hyperspectral image processing methods to adapt to new data processing requirements. For more advanced data acquisition, the original data processing methods have different defects. For example, the advantages of hyperspectral information cannot be fully reflected due to principal component transformation, and the amount of information loss is large; spectral angle analysis and spectral matched filtering are effective for the extraction of mixed pixels...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/46
Inventor 杨燕杰赵英俊
Owner BEIJING RES INST OF URANIUM GEOLOGY
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