Rule-based segmentation for objects with frontal view in color images
A method of labeling pixels in an image that represent human skin are detected and one or more regions in the image are identified. Each region may include all or a portion of a human face. Pixels that represent each face in the image are identified using the pixels that represent skin and the regions that include faces of the people, thereby identifying a position of each face in the image. A face mask and a torso map corresponding to each face is determined using determined face positions. The extracted face masks and the torso maps are used to refine a skin map. A person or people map is determined using the skin map and the rough body map.
1. A method comprising:
forming a face map of a person in an image, wherein the face map is a face region in the image corresponding to a face of the person;
forming a torso map of the person in the image based on the face map, wherein the torso map is a torso region in the image corresponding to a torso of the person; and
forming a person map based on the face map and the torso map, wherein the person map is a person region in the image corresponding to the person, wherein the person map forms a segmented image of the person in the image, and wherein forming the person map includes:
combining the torso map and the face map to form an initial person map;
determining whether an additional region in the image includes a color matching a color in the torso map or in the face map; and
combining the additional region with the initial person map in response to finding a color match.
2. The method of claim 1 , wherein forming the face map comprises:
determining an initial face map for the face of the person, wherein the initial face map is a region in the image that corresponds to a position of the face; and
determining whether to combine an additional region in the image with the initial face map.
3. The method of claim 1 , wherein the face map includes skin pixels.
4. The method of claim 1 , wherein determining the torso map comprises:
determining an initial torso map for the torso of the person, wherein the initial torso map is positioned below the face map; and
determining whether to combine an additional region in the image with the initial torso map.
5. The method of claim 4 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region and the initial torso map include similar colors.
6. The method of claim 4 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region is adjacent to the initial torso map.
7. The method of claim 1 further comprising:
determining whether to remove a subset of the torso region within the torso map.
8. The method of claim 7 , wherein determining whether to remove the subset of the torso region comprises:
determining whether a position of the subset of the torso region is at a top edge of the image.
9. The method of claim 7 , wherein determining whether to remove the subset of the torso region comprises:
determining whether a distance between the subset of the torso region and the face map is greater than a certain threshold.
10. The method of claim 7 , wherein determining whether to remove the subset of the torso region comprises:
determining whether a size of the subset of the torso region with respect to the face map is greater than a certain size.
11. A method comprising:
forming a face map of a person in an image, wherein the face map is a face region in the image corresponding to a face of the person;
forming a torso map of the person in the image based on the face map, wherein the torso map is a torso region in the image corresponding to a torso of the person;
forming a person map based on the face map and the torso map, wherein the person map is a person region in the image corresponding to the person, wherein the person map forms a segmented image of the person in the image; and
determining whether to remove a subset of the torso region within the torso map, wherein determining whether to remove the subset of the torso region comprises determining whether a distance between the subset of the torso region and the face map is greater than a certain threshold.
12. The method of claim 11 , wherein forming the face map comprises:
determining an initial face map for the face of the person, wherein the initial face map is a region in the image that corresponds to a position of the face; and
determining whether to combine an additional region in the image with the initial face map.
13. The method of claim 11 , wherein determining the torso map comprises:
determining an initial torso map for the torso of the person, wherein the initial torso map is positioned below the face map; and
determining whether to combine an additional region in the image with the initial torso map.
14. The method of claim 13 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region and the initial torso map include similar colors.
15. The method of claim 13 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region is adjacent to the initial torso map.
16. A method comprising:
forming a face map of a person in an image, wherein the face map is a face region in the image corresponding to a face of the person;
forming a torso map of the person in the image based on the face map, wherein the torso map is a torso region in the image corresponding to a torso of the person;
forming a person map based on the face map and the torso map, wherein the person map is a person region in the image corresponding to the person, wherein the person map forms a segmented image of the person in the image; and
determining whether to remove a subset of the torso region within the torso map, wherein determining whether to remove the subset of the torso region comprises determining whether a size of the subset of the torso region with respect to the face map is greater than a certain size.
17. The method of claim 16 , wherein forming the face map comprises:
determining an initial face map for the face of the person, wherein the initial face map is a region in the image that corresponds to a position of the face; and
determining whether to combine an additional region in the image with the initial face map.
18. The method of claim 16 , wherein determining the torso map comprises:
determining an initial torso map for the torso of the person, wherein the initial torso map is positioned below the face map; and
determining whether to combine an additional region in the image with the initial torso map.
19. The method of claim 18 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region and the initial torso map include similar colors.
20. The method of claim 18 , wherein determining whether to combine the additional region with the initial torso map comprises:
determining whether the additional region is adjacent to the initial torso map.