Optimization of gray component replacement
View Patent ↗Methods and systems herein provide for color conversion. Such color conversion includes a method of optimizing gray component replacement in a color image that includes receiving a color image from an input imaging device (e.g., a digital camera, scanner, etc), determining a color gamut of an output imaging device, such as a printer, and generating a CIELab to CMY numerical model to convert the color image to a color space within the color gamut of the output imaging device. The method also includes generating a CMYK to CIELab numerical conversion model, removing a portion of CMY color values generated from the CIELab to CMY numerical conversion model, and replacing the removed portion of the CMY color values with black color values. The method also includes optimizing CMYK color values via a multidimensional optimization using the CMYK to CIELab numerical model.
1. A method of optimizing gray component replacement in a color image, the method comprising:
receiving a color image from an input imaging device;
determining a color gamut of an output imaging device;
generating a CIELab to CMY numerical model to convert the color image to a color space within the color gamut of the output imaging device;
generating a CMYK to CIELab numerical conversion model;
removing unequal amounts of CMY color values generated from the CIELab to CMY numerical conversion model;
replacing the removed CMY color values with black color values to establish an initial point for optimization in the CMYK to CIELab numerical conversion model; and
optimizing first CMYK color values via a multidimensional optimization using the CMYK to CIELab numerical model, wherein optimizing comprises:
converting the removed CMY color values to a set of second CMYK color values;
operating on the set of second CMYK color values to generate an optimization algorithm; and
optimizing the first CMYK color values via the optimization algorithm.
2. The method of claim 1 , wherein the optimization algorithm comprises Newton's method.
3. The method of claim 1 , wherein generating the CIELab to CMY numerical conversion model comprises computing the CIELab to CMY numerical conversion model according to a radial basis function.
4. The method of claim 1 , wherein generating the CMYK to CIELab numerical model comprises computing the CMYK to CIELab numerical model according to a radial basis function.
5. A system for optimizing gray component replacement in a color image, the system comprising:
a modeling module operable to receive a color image from an input imaging device, determine a color gamut of an output imaging device, generate a CIELab to CMY numerical model to convert the color image to a color space within the color gamut of the output imaging device, and generate a CMYK to CIELab numerical conversion model; and
an optimization module operable to remove unequal amounts of CMY color values generated from the CIELab to CMY numerical conversion model, replace the removed CMY color values with black color values to establish an initial point for optimization in the CMYK to CIELab numerical conversion model, and optimize first CMYK color values via a multidimensional optimization using the CMYK to CIELab numerical model
wherein the optimization module is further operable to convert the removed CMY color values to a set of second CMYK color values, operate on the set of second CMYK color values to generate an optimization algorithm, and optimize the first CMYK color values via the optimization algorithm.
6. The system of claim 5 , wherein the optimization module is further operable to optimize the CMYK color values via Newton's method using the CMYK to CIELab numerical model.
7. The system of claim 5 , wherein the modeling module is operable to generate the CIELab to CMY numerical conversion model according to a radial basis function.
8. The system of claim 5 , wherein the modeling module is operable to generate the CMYK to CIELab numerical model according to a radial basis function.
9. A printing system, comprising:
a printer operable to print to a tangible medium; and
a printer controller operable to process a print job including a color image from a host system and transfer the processed print job to the printer, wherein the printer controller comprises:
a modeling module operable to determine a color gamut of the printer, generate a CIELab to CMY numerical model to convert the color image to a color space within the color gamut of the printer, and generate a CMYK to CIELab numerical conversion model; and
an optimization module operable to remove unequal amounts of CMY color values generated from the CIELab to CMY numerical conversion model, replace the removed CMY color values with black color values to establish an initial point for optimization in the CMYK to CIELab numerical conversion model, and optimize first CMYK color values via a multidimensional optimization using the CMYK to CIELab numerical model prior to printing via the printer, wherein the optimization module is further operable to convert the removed CMY color values to a set of second CMYK color values, operate on the set of second CMYK color values to generate an optimization algorithm, optimize the first CMYK color values via the optimization algorithm, and prepare the print job for printing via the printer.