Enhancing the resolution of multi-spectral image data with panchromatic image data using super resolution pan-sharpening
First Claim
1. A method of enhancing the resolution of multi-spectral image data having a plurality of spectral bands using panchromatic image data having a data record size and resolution that is greater than said resolution of said multi-spectral image data comprising the steps of:
- using a modified Poisson Maximum A-Posteriori (MAP) super resolution technique for at least one iteration on each spectral band of said multi-spectral image;
generating pan-sharpened multi-spectral image data for each said spectral band based on said panchromatic image data;
combining said pan-sharpened multi-spectral image data for at least two of said spectral bands to produce pan-sharpened color image data that has a higher resolution than said multi-spectral image data; and
,generating a pan-sharpened color image from said pan-sharpened color image data.
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Abstract
The present invention discloses a super resolution pan-sharpening technique that is used to increase the resolution of a multi-spectral signal using a panchromatic signal. Typically, multi-spectral signals, i.e., signals that contain a defined spectral band, have lower resolution than panchromatic signals since the multi-spectral signals normally contain fewer photons and require larger detectors for similar exposure periods. The technique of the present invention utilizes the panchromatic signal to increase the resolution of the multi-spectral signals to provide an increased resolution color output. The resolution of other spectral signals, such as infrared signals and UV signals, or any other desired signal, can also be increased in accordance with the techniques of the present invention.
170 Citations
16 Claims
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1. A method of enhancing the resolution of multi-spectral image data having a plurality of spectral bands using panchromatic image data having a data record size and resolution that is greater than said resolution of said multi-spectral image data comprising the steps of:
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using a modified Poisson Maximum A-Posteriori (MAP) super resolution technique for at least one iteration on each spectral band of said multi-spectral image; generating pan-sharpened multi-spectral image data for each said spectral band based on said panchromatic image data; combining said pan-sharpened multi-spectral image data for at least two of said spectral bands to produce pan-sharpened color image data that has a higher resolution than said multi-spectral image data; and
,generating a pan-sharpened color image from said pan-sharpened color image data. - View Dependent Claims (2, 3)
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4. A method of generating multi-spectral images from first image data having at least two spectral bands with a predetermined first range of resolution and a second image data having a third spectral band with a second range of resolution that is higher than said first range of resolution comprising the steps of:
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detecting an image to generate said first and second image data; upsampling said first image data to match the data record size of said second image data to produce upsampled first image data; dividing said upsampled first image data by said second image data and subtracting one from the quotient to produce result data; exponentiating said second image data with said result data to produce pan-sharpened image data; and
,generating said multi-spectral images from said pan-sharpened image data.
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5. A method of generating multi-spectral images from first image data having at least two spectral bands with a predetermined first range of resolution and second image data having a third spectral band with a second range of resolution that is higher than said first range of resolution comprising the steps of:
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detecting an image to generate said first and second image data; upsampling said first image data to match the data record size of said second image data to produce upsampled first image data; generating error data by convolving said second image data with a point spread function that describes corrections for detector optics used to detect said image; dividing said unsampled first image data by said error data and subtracting one from the quotient to produce result data; generating correction data by convolving said result data with said point spread function; exponentiating said second image data with said correction data to produce pan-sharpened image data; and
,generating said multi-spectral images from said pan-sharpened image data.
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6. A method of increasing the resolution of first image data having a first predetermined resolution using second image data having a second predetermined resolution that is higher than said first predetermined resolution comprising the steps of:
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dividing said first image data by said second image data to produce a quotient; subtracting one from said quotient to produce result data; and
,exponentiating said second image data with said result data to produce third image data that is representative of said first image data having a resolution that is substantially equivalent to said second predetermined resolution. - View Dependent Claims (7)
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8. A device for generating high resolution multi-spectral data from low resolution multi-spectral data and high resolution panchromatic data comprising:
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a plurality of first detectors that generate said low resolution multi-spectral data; at least one second detector that generates said high resolution panchromatic data; a processor coupled to said plurality of first detectors and said second detector, said processor including; a divider that divides said low resolution multi-spectral data by said high resolution panchromatic data to produce a quotient; a subtractor that subtracts one from said quotient to produce result data; and
,an exponentiator that exponentiates said high resolution panchromatic data with said result data to produce said high resolution multi-spectral data.
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9. A device for generating high resolution multi-spectral data from low resolution multi-spectral data and high resolution panchromatic data comprising:
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a plurality of first detectors that generate said low resolution multi-spectral data; at least one second detector that generates said high resolution panchromatic data; a processor coupled to said plurality of first detectors and said second detector, said processor including; a first convolver that convolves said high resolution panchromatic data with a point spread function to produce error data; a divider that divides said low resolution multi-spectral data by said error data to produce a quotient; a subtractor that subtracts one from said quotient to produce result data; a second convolver that convolves said result data and said point spread function to produce correction data; and
,an exponentiator that exponentiates said high resolution panchromatic data with said correction data to produce said high resolution multi-spectral data. - View Dependent Claims (10, 11)
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12. A system for generating high resolution multi-spectral images comprising:
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a multisensor detector that generates a plurality of low resolution multi-spectral data signals and at least one high resolution panchromatic data signal from an object that is scanned by said system; a processor coupled to said multisensor detector that divides said low resolution multi-spectral data signals by said high resolution panchromatic data signal to produce a quotient, subtracts one from said quotient to produce result data and exponentiates said high resolution panchromatic data with said result data to produce pan-sharpened multi-spectral data; and
,a display that generates said high resolution multi-spectral image from said pan-sharpened multi-spectral data. - View Dependent Claims (13, 14, 15, 16)
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Specification