Interactive three-dimensional (3D) color histograms
Techniques for interactively determining/visualizing the color content of a source image and how the corresponding image data is mapped to device colors are described herein. For example, the color content of a digital image can be converted between different color spaces to identify gamut limitations of an output device (e.g., a printing assembly), discover color(s) that cannot be accurately reproduced, etc. Color space conversions enable the transformation of the color content of the digital image from device-specific colorants to a device-independent representation (and vice versa). In some embodiments, these transformations are facilitated using lookup tables that are implemented in graphical processing unit-resident memory.
1. A non-transitory medium with instructions stored thereon, that when executed by a processing system, cause the processing system to perform operations comprising:
acquiring a first digital image that is in a first color space;
transforming the first color space to a second color space, so as to produce a second digital image from the first digital image;
transforming the second color space to the first color space, so as to produce a third digital image from the second digital image; and
determining whether a printer that is configured to print in the second color space will experience a gamut limitation by—
comparing, for each color value of a series of color values, a number of occurrences in the first digital image to a number of occurrences in the third digital image, and
identifying a color value for which there are occurrences in the first digital image but not the third digital image and that is representative of the gamut limitation.
2. The non-transitory medium of claim 1 , wherein the processing system is part of the printer.
3. The non-transitory medium of claim 1 , wherein the operations further comprise:
binning color values included in the first and third digital images by—
dividing the first color space into a series of bins that correspond to the series of color values,
establishing a count for each bin of the series of bins by counting occurrences of each color value in the series of color values in the first digital image, and
establishing a count for each bin of the series of bins by counting occurrences of each color value in the series of color values in the third digital image.
4. A method for establishing whether a printer will experience gamut limitations, the method comprising:
receiving input that is indicative of a request to print a first digital image in a first color space using the printer that is able to print in a second color space;
transforming (i) the first color space to the second color space and then (ii) the second color space to the first color space, so as to produce, based on the first digital image, a second digital image that is also in the first color space; and
determining whether the printer will experience a gamut limitation by—
comparing, for each color value of a series of color values, a number of occurrences in the first digital image to a number of occurrences in the second digital image, and
identifying color values, if any, for which there are occurrences in the first digital image but not the second digital image, and therefore are representative of gamut limitations.
5. The method of claim 4 , wherein the series of color values is representative of all color values across the first digital image.
6. The method of claim 4 , wherein said determining comprises:
counting occurrences of each color value of the series of color values in the first digital image,
counting occurrences of each color value of the series of color values in the second digital image, and
comparing the occurrences counted across the first digital image against the occurrences counted across the second digital image.
7. The method of claim 4 , further comprising:
binning color values included in the first and second digital images by dividing the first color space into a series of bins that correspond to the series of color values.
8. The method of claim 7 , wherein said determining comprises:
establishing a count for each bin of the series of bins by counting occurrences of each color value in the series of color values in the first digital image,
establishing a count for each bin of the series of bins by counting occurrences of each color value in the series of color values in the second digital image, and
comparing the counts established for the series of bins for the first digital image against the counts established for the series of bins for the second digital image.
9. A method for identifying whether a printer will experience gamut limitations when printing a first digital image in a first color space, the method comprising:
transforming (i) the first color space to a second color space using a first International Color Consortium profile that characterizes the second color space and then (ii) the second color space to the first color space using a second International Color Consortium profile that characterizes the first color space, so as to produce a second digital image that is also in the first color space; and
determining whether the printer will experience a gamut limitation by—
comparing color content of the first digital image to color content of the second digital image, and
identifying, based on an outcome of said comparing, colors, if any, that are in the first digital image but not the second digital image, and therefore are representative of gamut limitations.
10. The method of claim 9 , wherein said determining comprises:
counting occurrences of each color value of a series of color values in the first digital image,
counting occurrences of each color value of the series of color values in the second digital image, and
comparing the occurrences counted across the first digital image against the occurrences counted across the second digital image.
11. The method of claim 9 ,
wherein the first International Color Consortium profile characterizes the second color space according to standards promulgated by the International Color Consortium, and
wherein the second International Color Consortium profile characterizes the first color space according to the standards promulgated by the International Color Consortium.
12. The method of claim 9 , wherein the first color space is a Red-Green-Blue (RGB) color space, and wherein the second color space is a Cyan-Magenta-Yellow-Black (CMYK) color space.
13. The method of claim 12 , wherein the second color space is a CMYK Orange Green (CMYKOG) color space, a CMYK Orange Green Violet (CMYKOGV) color space, a CMYK Red (CMYKR) color space, a CMYK Red Green Blue (CMYKRGB) color space, or a CMYK Green Blue (CMYKGB) color space.