Method and system for generating accurate graphical chromophore maps
A method, non-transitory computer readable medium and apparatus for generating one or more graphical chromophore maps are disclosed. For example, the method includes receiving a plurality of images from a plurality of different customers, estimating a plurality of different illuminates that were used to capture each one of the plurality of images, calculating a correlation of a spectral reflectance of a lip region of a customer with an absorption curve of hemoglobin for the each one of the plurality of images for each one of the plurality of different illuminates that is estimated, selecting an illuminance of the plurality of different illuminates that provides a highest correlation and generating one or more graphical chromophore maps for subsequently received images of customers using the illuminance that is selected.
1. A method for generating one or more graphical chromophore maps, comprising:
receiving, by a processor, a plurality of images from a plurality of different customers;
estimating, by the processor, a plurality of different illuminants that were used to capture each one of the plurality of images;
calculating, by the processor, a correlation of a spectral reflectance of a lip region of a customer with an absorption curve of hemoglobin for the each one of the plurality of images for each one of the plurality of different illuminants that is estimated;
selecting, by the processor, an illuminant from the plurality of different illuminants that provides a highest correlation;
converting, by the processor, subsequently received images of customers from a red, a green, and a blue (RGB) color space to spectral representation, wherein the converting is based upon a function of a response of each color of the RGB color space, the spectral reflectance of the lip region at a location (x, y), a spectral power distribution of the illuminant that is selected and a spectral sensitivity of a camera; and
generating, by the processor, the one or more graphical chromophore maps for the subsequently received images of customers using the illuminant that is selected.
2. The method of claim 1 , wherein the plurality of different illuminants comprises a fluorescent light source, an incandescent light source, or a tungsten light source.
3. The method of claim 2 , wherein the fluorescent light source comprises a plurality of different F series.
4. The method of claim 1 , wherein the highest correlation is based on an average of the correlations of the each one of the plurality of images for the each one of the plurality of different illuminants.
5. The method of claim 1 , wherein the correlation comprises a Pearson correlation coefficient.
6. The method of claim 1 , wherein the one or more graphical chromophore maps are for a melanin content and a hemoglobin content.
7. A non-transitory computer-readable medium storing a plurality of instructions, which when executed by a processor, cause the processor to perform operations for generating one or more graphical chromophore maps, the operations comprising:
receiving a plurality of images from a plurality of different customers;
estimating a plurality of different illuminants that were used to capture each one of the plurality of images;
calculating a correlation of a spectral reflectance of a lip region of a customer with a absorption curve of hemoglobin for the each one of the plurality of images for each one of the plurality of different illuminants that is estimated;
selecting an illuminant from the plurality of different illuminants that provides a highest correlation;
converting subsequently received images of customers from a red, a green, and a blue (RGB) color space to spectral representation, wherein the converting is based upon a function of a response of each color of the RGB color space, the spectral reflectance of the lip region at a location (x, y), a spectral power distribution of the illuminant that is selected and a spectral sensitivity of a camera; and
generating the one or more graphical chromophore maps for the subsequently received images of customers using the illuminant that is selected.
8. The non-transitory computer-readable medium of claim 7 , wherein the plurality of different illuminants comprises a fluorescent light source, an incandescent light source, or a tungsten light source.
9. The non-transitory computer-readable medium of claim 8 , wherein the fluorescent light source comprises a plurality of different F series.
10. The non-transitory computer-readable medium of claim 8 , wherein the one or more graphical chromophore maps are for a melanin content and a hemoglobin content.
11. The non-transitory computer-readable medium of claim 7 , wherein the highest correlation is based on an average of the correlations of the each one of the plurality of images for the each one of the plurality of different illuminants.
12. The non-transitory computer-readable medium of claim 7 , wherein the correlation comprises a Pearson correlation coefficient.
13. A method for generating one or more graphical chromophore maps, comprising:
receiving, by a processor, a plurality of images from a plurality of different customers;
estimating, by the processor, a plurality of different illuminants that were used to capture each one of the plurality of images;
calculating, by the processor, a Pearson correlation coefficient of a spectral reflectance of a lip region of a customer with an absorption curve of hemoglobin for the each one of the plurality of images for each one of the plurality of different illuminants that is estimated;
selecting, by the processor, an illuminant from the plurality of different illuminants that provides a highest Pearson correlation coefficient;
receiving, by the processor, a subsequent image of a face of a subsequent customer;
converting, by the processor, the subsequent image from a red, a green, and a blue (RGB) color space to spectral representation based upon a function of a response of each color of the RGB color space, the spectral reflectance of the lip region at a location (x, y), a spectral power distribution of the illuminant that is selected and a spectral sensitivity of a camera;
separating, by the processor, a melanin component and a hemoglobin component from the subsequent image in the spectral representation; and
generating, by the processor, a melanin graphical chromophore map based on the melanin component and a hemoglobin graphical chromophore map based on the hemoglobin component.
14. The method of claim 13 , wherein the plurality of different illuminants comprises a fluorescent light source, an incandescent light source, or a tungsten light source.
15. The method of claim 14 , wherein the fluorescent light source comprises a plurality of different F series.
16. The method of claim 13 , wherein the highest Pearson correlation coefficient is based on an average of the Pearson correlation coefficient of the each one of the plurality of images for the each one of the plurality of different illuminants.