System and method for robust multi-frame demosaicing and color super resolution
First Claim
1. A method of creating a super-resolved color image from a plurality of lower-resolution color images, the method comprising:
- a. using a data fidelity penalty term, wherein said data fidelity penalty term is an L1 norm penalty term to enforce similarities between raw data and a high-resolution image estimate;
b. using a spatial luminance penalty term, wherein said spatial luminance penalty term is a penalty term to encourage sharp edges in a luminance component to said high-resolution image;
c. using a spatial chrominance penalty term, wherein said spatial chrominance penalty term is a term to encourage smoothness in a chrominance component of said high-resolution image; and
d. using an inter-color dependencies penalty term, wherein said inter-color dependencies penalty term is a term to encourage homogeneity of an edge location and orientation in different color bands.
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Abstract
A method of creating a super-resolved color image from multiple lower-resolution color images is provided by combining a data fidelity penalty term, a spatial luminance penalty term, a spatial chrominance penalty term, and an inter-color dependencies penalty term to create an overall cost function. The data fidelity penalty term is an L1 norm penalty term to enforce similarities between raw data and a high-resolution image estimate, the spatial luminance penalty term is to encourage sharp edges in a luminance component to the high-resolution image, the spatial chrominance penalty term is to encourage smoothness in a chrominance component of the high-resolution image, and the inter-color dependencies penalty term is to encourage homogeneity of an edge location and orientation in different color bands. A steepest descent optimization is applied to the overall cost function for minimization by applying a derivative to each color band while the other color bands constant.
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Citations
12 Claims
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1. A method of creating a super-resolved color image from a plurality of lower-resolution color images, the method comprising:
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a. using a data fidelity penalty term, wherein said data fidelity penalty term is an L1 norm penalty term to enforce similarities between raw data and a high-resolution image estimate;
b. using a spatial luminance penalty term, wherein said spatial luminance penalty term is a penalty term to encourage sharp edges in a luminance component to said high-resolution image;
c. using a spatial chrominance penalty term, wherein said spatial chrominance penalty term is a term to encourage smoothness in a chrominance component of said high-resolution image; and
d. using an inter-color dependencies penalty term, wherein said inter-color dependencies penalty term is a term to encourage homogeneity of an edge location and orientation in different color bands. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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Specification