System and method for creating a virtual backdrop
Some implementations may provide a method for generating a portrait of a subject for an identification document, the method including: receiving a photo image of the subject, the photo image including the subject's face in a foreground against an arbitrary background; determining the arbitrary background of the photo image based on the photo image alone and without user intervention; masking the determined background from the photo image; and subsequently generating the portrait of the subject for the identification document of the subject, the portrait based on the photo image with the determined background masked.
1. A computer implemented method for replacing a background in a digital portrait, the method comprising:
obtaining a digital image of a subject, the digital image including the subject's face in a foreground against an arbitrary background;
identifying a boundary between the arbitrary background and the foreground of the digital image based on an image matting process that includes determining a probability of each pixel being a boundary pixel that is between the foreground and the arbitrary background, wherein the identification is without calibrating a portion from the digital image against a portion from an additional image that includes either the subject or the arbitrary background;
masking the arbitrary background from the digital image based on the identified boundary; and
generating a new portrait of the subject by replacing the masked arbitrary background with a virtual backdrop.
2. The method of claim 1 , wherein identifying the boundary comprises:
automatically prescribing the boundary between the arbitrary background and the foreground where pixels of the boundary are determined by:
generating a first estimate of sparse foreground pixels and a second estimate of sparse background pixels; and
combining the first estimate of sparse foreground pixels and the second estimate of sparse background pixels such that the combined estimates are propagated to unknown pixels without user intervention or calibrating a portion from the digital image against a portion of a different image.
3. The method of claim 1 , wherein the virtual backdrop comprises a watermark.
4. The method of claim 1 , further comprising masking the determined background without storing data encoding the identified background.
5. The method of claim 1 , further comprising determining the arbitrary background that is without a substantially uniform illumination or color.
6. The method of claim 1 , wherein generating the new portrait of the subject comprises resizing portions of the foreground that correspond to the subject's face.
7. The method of claim 1 , wherein generating the new portrait of the subject comprises adjusting a region of interest of the subject's hair volume in the foreground.
8. The method of claim 1 , further comprising providing a user interface to allow a user to adjust a region of interest of the subject's hair volume in the foreground.
9. The method of claim 1 , further comprising providing a user interface to allow a user to select a particular location in the digital image when the identified background has been masked and subsequently adjust corresponding color or brightness of the selected particular location in the digital image.
10. The method of claim 1 , wherein generating the new portrait comprises tracing a boundary that separates the foreground from the arbitrary background.
11. The method of claim 10 , wherein generating the new portrait of the subject further comprises providing a user interface to allow a user to trace a boundary that separates the foreground from the arbitrary background.
12. The method of claim 1 , wherein the arbitrary background in the digital image depicts an uncontrolled background that does not include a physical backdrop.
13. A non-transitory computer readable storage medium storing instructions that, when executed by at least one processor, cause the at least one processor to perform operations comprising:
obtaining a digital image of a subject, the digital image including the subject's face in a foreground against an arbitrary background;
identifying a boundary between the arbitrary background and the foreground of the digital image based on an image matting process that includes determining a probability of each pixel being a boundary pixel that is between the foreground and the arbitrary background, wherein the identification is without calibrating a portion from the digital image against a portion from an additional image that includes either the subject or the arbitrary background;
masking the arbitrary background from the digital image based on the identified boundary; and
generating a new portrait of the subject by replacing the masked arbitrary background with a virtual backdrop.
14. The medium of claim 13 , wherein identifying the boundary comprises:
automatically prescribing the boundary between the arbitrary background and the foreground where pixels of the boundary are determined by:
generating a first estimate of sparse foreground pixels and a second estimate of sparse background pixels; and
combining the first estimate of sparse foreground pixels and the second estimate of sparse background pixels such that the combined estimates are propagated to unknown pixels without user intervention or calibrating a portion from the digital image against a portion of a different image.
15. The medium of claim 13 , wherein the virtual backdrop comprises a watermark.
16. The medium of claim 13 , wherein the operations further comprise masking the determined background without storing data encoding the identified background.
17. The medium of claim 13 , wherein the operations further comprise determining the arbitrary background that is without a substantially uniform illumination or color.
18. The medium of claim 13 , wherein the operations further comprise providing a user interface to allow a user to select a particular location in the digital image when the identified background has been masked and subsequently adjust corresponding color or brightness of the selected particular location in the digital image.
19. The medium of claim 13 , wherein generating the new portrait comprises:
tracing a boundary that separates the foreground from the arbitrary background; and
providing a user interface to allow a user to trace a boundary that separates the foreground from the arbitrary background.
20. A system comprising:
at least one processor; and at least one data store coupled to the at least one processor having instructions stored thereon which, when executed by the at least one processor, causes the at least one processor to perform operations comprising:
obtaining a digital image of a subject, the digital image including the subject's face in a foreground against an arbitrary background;
identifying a boundary between the arbitrary background and the foreground of the digital image based on an image matting process that includes determining a probability of each pixel being a boundary pixel that is between the foreground and the arbitrary background, wherein the identification is without calibrating a portion from the digital image against a portion from an additional image that includes either the subject or the arbitrary background;
masking the arbitrary background from the digital image based on the identified boundary; and
generating a new portrait of the subject by replacing the masked arbitrary background with a virtual backdrop.